@inproceedings{thakkar04:pswgs,
   Author = "Snehal Thakkar and Jos\'{e} Luis Ambite and Craig A. Knoblock",
   Title = "A Data Integration Approach to Automatically Composing and Optimizing Web Services",
   BookTitle = "Proceedings of 2004 ICAPS Workshop on Planning and Scheduling for Web and Grid Services",
   Address= "Whistler, BC, Canada",
   Year = "2004",
   urlPaper= "http://usc-isi-i2.github.io/papers/thakkar04-icapswkshp.pdf",
   Keywords = {"Data Integration"} }

@article{DBLP:journals/adb/Lerman04,
  author       = {Kristina Lerman},
  title        = {A Model of Adaptation in Collaborative Multi-Agent Systems},
  journal      = {Adapt. Behav.},
  volume       = {12},
  number       = {3-4},
  pages        = {187--197},
  year         = {2004},
  url          = {https://doi.org/10.1177/105971230401200305},
  doi          = {10.1177/105971230401200305},
  timestamp    = {Tue, 25 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/adb/Lerman04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@INPROCEEDINGS{French200409,
Author = {French, Matthew},
Booktitle = {7th Annual International Conference on Military and Aerospace Programmable Logic Devices},
Title = {A Power Efficient Image Convolution Engine for Field Programmable Gate Arrays},
year = {2004},
month = {September},
keywords={Low power; FPGA; Image convolution},
isbn = {},
url = {http://klabs.org/mapld04/},
address = {Washington, DC},
}

@inproceedings{harth_www_2004,
author = {Harth, Andreas and Decker, Stefan and He, Yu and Tangmunarunkit, Hongsuda and Kesselman, Carl},
title = {A Semantic Matchmaker Service on the Grid},
year = {2004},
isbn = {1581139128},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/1013367.1013458},
doi = {10.1145/1013367.1013458},
abstract = {A fundamental task on the Grid is to decide what jobs to run on what computing resources based on job or application requirements. Our previous work on ontology-based matchmaking discusses a resource matchmaking mechanism using Semantic Web technologies. We extend our previous work to provide dynamic access to such matchmaking capability by building a persistent online matchmaking service. Our implementation uses the Globus Toolkit for the Grid service development, and exploits the monitoring and discovery service in the Grid infrastructure to dynamically discover and update resource information. We describe the architecture of our semantic matchmaker service in the poster.},
booktitle = {Proceedings of the 13th International World Wide Web Conference on Alternate Track Papers & Posters},
pages = {326–327},
numpages = {2},
keywords = {resource selection, networking and distributed web applications, resource allocation, grid services, semantic web},
location = {New York, NY, USA},
series = {WWW Alt. '04}
}

A fundamental task on the Grid is to decide what jobs to run on what computing resources based on job or application requirements. Our previous work on ontology-based matchmaking discusses a resource matchmaking mechanism using Semantic Web technologies. We extend our previous work to provide dynamic access to such matchmaking capability by building a persistent online matchmaking service. Our implementation uses the Globus Toolkit for the Grid service development, and exploits the monitoring and discovery service in the Grid infrastructure to dynamically discover and update resource information. We describe the architecture of our semantic matchmaker service in the poster.

@inproceedings{proc_silva:statisticaldicrimination:icslp04,
 address = {Jeju Island, Korea},
 author = {Silva, Jorge and Narayanan, Shrikanth S.},
 bib2html_rescat = {speechlinks},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/SilvaInterSpeech2004.pdf},
 month = {Oct},
 pages = {657-660},
 title = {A Statistical Discrimination Measure for Hidden Markov Models Based on Divergence},
 year = {2004}
}

@inproceedings{proc_kyujeong:distributedspeechreco:icslp04,
 address = {Jeju Island, Korea},
 author = {Han, Kyu Jeong and Srinivasamurthy, Naveen and Narayanan, Shrikanth S.},
 bib2html_rescat = {speechlinks},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/HanInterSpeech2004[1].pdf},
 month = {Oct},
 pages = {2121-2124},
 title = {A distributed speech recognition system in multi-user environments},
 year = {2004}
}

@inproceedings{proc_dagen:linearfold:icassp04,
 address = {Montreal, Canada},
 author = {Wang, Dagen and Narayanan, Shrikanth S.},
 booktitle = {Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
 doi = {10.1109/ICASSP.2004.1326038},
 link = {http://sail.usc.edu/publications/files/wangicassp2004.pdf},
 month = {May},
 pages = {525-528},
 title = {A multi-pass linear fold algorithm for sentence boundary detection using prosodic cues},
 year = {2004}
}

@article{DBLP:journals/ws/BadaSGGABCHL04,
  author       = {Michael Bada and
                  Robert Stevens and
                  Carole A. Goble and
                  Yolanda Gil and
                  Michael Ashburner and
                  Judith A. Blake and
                  J. Michael Cherry and
                  Midori A. Harris and
                  Suzanna Lewis},
  title        = {A short study on the success of the Gene Ontology},
  journal      = {J. Web Semant.},
  volume       = {1},
  number       = {2},
  pages        = {235--240},
  year         = {2004},
  url          = {https://doi.org/10.1016/j.websem.2003.12.003},
  doi          = {10.1016/J.WEBSEM.2003.12.003},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ws/BadaSGGABCHL04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{proc_unal:hummingsystems:acmsigmmmir04,
 address = {New York City, NY},
 author = {Unal, Erdem and Narayanan, Shrikanth S. and Chew, Elaine},
 bib2html_rescat = {},
 booktitle = {Proceedings of the ACM SIGMM International Workshop on Multimedia Information Retrieval (MIR)},
 doi = {10.1145/1026711.1026731},
 link = {http://sail.usc.edu/publications/files/unalmir2004.pdf},
 month = {Oct},
 pages = {113-118},
 title = {A statistical approach to retrieval under user-dependent uncertainty in query-by-humming systems},
 year = {2004}
}

@article{mirkovic2004taxonomy,
  title={A taxonomy of DDoS attacks and DDoS defense mechanisms},
  author={Mirkovic, Jelena and Martin, Janice and Reiher, Peter},
  journal={ACM SIGCOMM Computer Communication Review},
  volume={34},
  number={2},
  pages={39--53},
  year={2004}
}

@inproceedings{proc_ganjavi:transcriptionscheme:coling04,
 address = {Geneva, Switzerland},
 author = {Ganjavi, Shadi and Georgiou, Panayiotis and Narayanan, Shrikanth S.},
 bib2html_rescat = {speechlinks},
 booktitle = {Proceedings of the International Conference on Computational Linguistics},
 link = {http://sail.usc.edu/publications/files/ganjavicoling2004.pdf},
 month = {Aug},
 title = {A transcription scheme for languages employing the Arabic script motivated by speech processing applications},
 year = {2004}
}

@article{Li2004Adaptivespeakeridentificationwith,
 author = {Li, Ying and Narayanan, Shrikanth S. and Kuo, C.-C. Jay},
 doi = {10.1016/j.patrec.2004.01.004},
 journal = {Pattern Recognition Letters},
 keyword = {adaptive speaker identification, mouth detection and tracking, movie content analysis, speech segmentation and clustering, unsupervised speaker model adaptation},
 link = {http://sail.usc.edu/publications/files/liprl2004.pdf},
 month = {May},
 number = {7},
 pages = {777-791},
 title = {Adaptive speaker identification with audiovisual cues for movie content analysis},
 volume = {25},
 year = {2004}
}

@inproceedings{tuchinda04:iui,
  author = "Rattapoom Tuchinda and Craig A. Knoblock",
  title = "Agent Wizard: Building Information Agents by Answering Questions",
  booktitle = "Proceedings of Intelligent User Interfaces",
  address = "Island of Madeira, Portugal",
  year = "2004",
  urlPaper= "http://usc-isi-i2.github.io/papers/tuchinda04-iui.pdf",
  Keywords = {"Information Agents"}
}

@article{lee2004agent,
	author = {Lee, George and Bauer, Steven and Faratin, Peyman and Wroclawski, John},
	title = {An Agent for Interactively Learning User Preferences On-Linefor Wireless Services Provisioning},
	year = {2004}}

@article{Narayanan2004Anapproachtoreal-time,
 author = {Narayanan, Shrikanth S. and Nayak, Krishna S. and Lee, Sungbok and Sethy, Abhinav and Byrd, Dani},
 bib2html_rescat = {span},
 doi = {10.1121/1.1652588},
 journal = {Journal of the Acoustical Society of America},
 link = {http://sail.usc.edu/publications/files/MRI_SS.pdf},
 month = {Apr},
 number = {4},
 pages = {1771-1776},
 title = {An Approach to Real-time Magnetic Resonance Imaging for Speech Production},
 volume = {115},
 year = {2004}
}

@TechReport{Heidemann04a,
	author = 	"John Heidemann and Ramesh Govindan",
	title = 	"An Overview of Embedded Sensor Networks",
	institution = 	"USC/Information Sciences Institute",
	year = 		2004,
	sortdate = 		"2004-11-01",
	project = "ant, nocredit",
	jsubject = "sensornet_general",
	number =	"ISI-TR-2004-594",
	month =		nov,
	location =	"johnh: pafile",
	note =	"book chapter to appear in \emph{Handbook of Networked and Embedded Control Systems}, D. Hristu-Varsakelis and W.S. Levine, editors, Springer-Verlag, 2004",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Heidemann04a.html",
	pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Heidemann04a.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "authors",
	abstract = "
No formal abstract, but this paper provides an overview of embedded
sensor networks, including hardware platforms, software and protocols,
and applications.
",
}

No formal abstract, but this paper provides an overview of embedded sensor networks, including hardware platforms, software and protocols, and applications.

@inproceedings{proc_yildrim:emotions:icslp04,
 address = {Jeju Island, Korea},
 author = {Yildirim, Serdar and Bulut, Murtaza and Lee, Chul Min and Kazemzadeh, Abe and Busso, Carlos and Deng, Zhigang and Lee, Sungbok and Narayanan, Shrikanth S.},
 bib2html_rescat = {emotion},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/YildirimInterSpeech2004.pdf},
 month = {Oct},
 pages = {2193-2196},
 title = {An acoustic study of emotions expressed in speech},
 year = {2004}
}

@inproceedings{collins2004empirical,
  title={An empirical analysis of target-resident DoS filters},
  author={Collins, Michael and Reiter, Michael},
  booktitle={IEEE Symposium on Security and Privacy, 2004. Proceedings. 2004},
  pages={103--114},
  year={2004},
  organization={IEEE}
}

@inproceedings{DBLP:conf/iui/KimSG04,
  author       = {Jihie Kim and
                  Marc Spraragen and
                  Yolanda Gil},
  editor       = {Jean Vanderdonckt and
                  Nuno Jardim Nunes and
                  Charles Rich},
  title        = {An intelligent assistant for interactive workflow composition},
  booktitle    = {Proceedings of the 9th International Conference on Intelligent User
                  Interfaces, {IUI} 2004, Funchal, Madeira, Portugal, January 13-16,
                  2004},
  pages        = {125--131},
  publisher    = {{ACM}},
  year         = {2004},
  url          = {https://doi.org/10.1145/964442.964466},
  doi          = {10.1145/964442.964466},
  timestamp    = {Tue, 06 Nov 2018 11:07:40 +0100},
  biburl       = {https://dblp.org/rec/conf/iui/KimSG04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{tran_interdisciplinary_2004,
	address = {Orlando, Florida},
	title = {An interdisciplinary approach to the study of battlefield simulation systems},
	booktitle = {Interservice/{Industry} {Training}, {Simulation}, and {Education} {Conference} ({I}/{ITSEC}) 2004},
	author = {Tran, John J. and Curiel, Jacqueline M. and Yao, Ke-Thia},
	month = dec,
	year = {2004},
}

@inproceedings{proc_busso:emotionrecogntion:icmi04,
 address = {State Park, PA},
 author = {Busso, Carlos and Deng, Zhigang and Yildirim, Serdar and Bulut, Murtaza and Lee, Chul Min and Kazemzadeh, Abe and Lee, Sungbok and Neumann, Ulrich and Narayanan, Shrikanth S.},
 bib2html_rescat = {},
 booktitle = {Proceedings of the International Conference on Multimodal Interfaces},
 doi = {10.1145/1027933.1027968},
 link = {http://sail.usc.edu/publications/files/Busso_2004.pdf},
 location = {[Ten Year Technical Impact Award, 2014 ICMI]},
 month = {Oct},
 pages = {205-211},
 title = {Analysis of emotion recognition using facial expressions, speech and multimodal information},
 year = {2004}
}

@inproceedings{proc_monatari:interplay:instil04,
 address = {Venice, Italy},
 author = {Montanari, Simona and Yildirim, Serdar and Khurana, Sonia and Landes, Marni and Lawyer, Lewis and Andersen, Elaine and Narayanan, Shrikanth S.},
 bib2html_rescat = {care},
 booktitle = {Proceedings of the InSTIL/ICALL Symposium},
 link = {http://sail.usc.edu/publications/files/montanari_instill_2004.pdf},
 month = {Jun},
 title = {Analyzing the interplay between spoken language and gestural cues in conversational child-machine interactions in pre/early literate age group},
 year = {2004}
}

@inproceedings{DBLP:conf/lcn/StathopoulosKEHZ04,
  author       = {Thanos Stathopoulos and
                  Rahul Kapur and
                  Deborah Estrin and
                  John S. Heidemann and
                  Lixia Zhang},
  title        = {Application-Based Collision Avoidance in Wireless Sensor Networks},
  booktitle    = {29th Annual {IEEE} Conference on Local Computer Networks {(LCN} 2004),
                  16-18 November 2004, Tampa, FL, USA, Proceedings},
  pages        = {506--514},
  publisher    = {{IEEE} Computer Society},
  year         = {2004},
  url          = {https://doi.org/10.1109/LCN.2004.24},
  doi          = {10.1109/LCN.2004.24},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/lcn/StathopoulosKEHZ04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@InProceedings{Krishnamachari04a,
	author = "Bhaskar Krishnamachari and John Heidemann",
	title = 	"Application-specific Modelling of Information
                         Routing in Sensor Networks",
	booktitle = 	"Proceedings of the " # "IEEE International on Performance, Computing, and Communications Conference",
	year = 		2004,
	sortdate = "2004-04-01",
	project = "ilense, scadds",
	jsubject = "sensornet_data_dissemination",
	publisher =	"IEEE",
	address =	"Phoenix, Arizona, USA",
	month =		apr,
	pages =		"717--722",
	location =	"johnh: pafile",
	keywords =	"diffusion, trade-offs",
	otherurl =	"http://ieeexplore.ieee.org/iel5/9115/28907/01301184.pdf?isNumber=28907&prod=STD&arnumber=1301184&arNumber=1301184&arSt=+717&ared=+722&arAuthor=+Krishnamachari%2C+B.%3B++Heidemann%2C+J.",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Krishnamachari04a.html",
	pdfurl =		"http://www.isi.edu/%7ejohnh/PAPERS/Krishnamachari04a.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "IEEE",
	copyrightterms = "	Personal use of this material is permitted.  However, 	permission to reprint/republish this material for advertising 	or promotional purposes or for creating new collective works         for resale or redistribution to servers or lists, 	or to reuse any copyrighted component of this work in other works 	must be obtained from the IEEE. ",
	abstract = "
Sensor network applications have a diverse set of requirements--some
involve extraction of sensor data to a single point, others exploit
sensor-to-sensor communication; some employ long-lasting data streams
while connections in others are mainly ephemeral. Different variants
of the directed diffusion routing protocol--pull-based, push-based and
hybrid rendezvous-based--have been developed, along with in-network
processing and geographic routing techniques. However, there has been
no prior systematic study comparing their performance with respect to
the diverse application characteristics.  In this paper, we develop
novel abstract parameterized models for traffic and topology that can
incorporate data aggregation and geographic scoping. Using these
models, we mathematically analyze the performance of these routing
techniques across a range of application scenarios (with varying
numbers of nodes, sources, sinks, data settings etc.). Besides
quantifying the conditions under which the different routing
algorithms outperform each other, we obtain a number of useful design
insights. Our analysis shows that algorithms mismatched to
applications can result in drastically poor performance; demonstrates
the desirability of reducing flooded interest and exploratory messages
when data aggregation is used; and suggests that it may be difficult
to implement efficient hybrid schemes because their performance is
very sensitive to the optimal placement of rendezvous points.
",
}

Sensor network applications have a diverse set of requirements–some involve extraction of sensor data to a single point, others exploit sensor-to-sensor communication; some employ long-lasting data streams while connections in others are mainly ephemeral. Different variants of the directed diffusion routing protocol–pull-based, push-based and hybrid rendezvous-based–have been developed, along with in-network processing and geographic routing techniques. However, there has been no prior systematic study comparing their performance with respect to the diverse application characteristics. In this paper, we develop novel abstract parameterized models for traffic and topology that can incorporate data aggregation and geographic scoping. Using these models, we mathematically analyze the performance of these routing techniques across a range of application scenarios (with varying numbers of nodes, sources, sinks, data settings etc.). Besides quantifying the conditions under which the different routing algorithms outperform each other, we obtain a number of useful design insights. Our analysis shows that algorithms mismatched to applications can result in drastically poor performance; demonstrates the desirability of reducing flooded interest and exploratory messages when data aggregation is used; and suggests that it may be difficult to implement efficient hybrid schemes because their performance is very sensitive to the optimal placement of rendezvous points.

@InProceedings{ambite2004:dgo-sd,
  author = 	 {Jos\'{e}  Luis Ambite and Genevieve Giuliano and Peter Gordon and
Andreas Harth and Karanbir Jassar and Qisheng Pan and LanLan Wang},
  title = 	 {Argos: An Ontology and Web Service Composition Infrastructure for Goods Movement Analysis},
  booktitle = {Proceedings of the 5th Annual National Conference on Digital Government Research (dg.o2004)},
  year = 	 {2004},
  urlPaper="http://www.isi.edu/~ambite/ambite-dgo2004-sd.pdf",
  address = 	 {Seattle, Washington},
  note = 	 {System Demonstration},
}

@InProceedings{ambite2004:dgo-po,
  author = 	 {Jos\'{e}  Luis Ambite and Genevieve Giuliano and Peter Gordon and
Andreas Harth and LanLan Wang and Qisheng Pan and Stefan Decker},
  title = 	 {Argos: Dynamic Composition of Web Services for Goods Movement Analysis and Planning},
  booktitle = {Proceedings of the 5th Annual National Conference on Digital Government Research (dg.o2004)},
  year = 	 {2004},
  urlPaper = {http://www.isi.edu/~ambite/ambite-dgo2004-ph.pdf},
  address = 	 {Seattle, Washington},
  note = 	 {Project Highlight},
}

@inproceedings{DBLP:conf/aaai/TuchindaTGD04,
  author       = {Rattapoom Tuchinda and
                  Snehal Thakkar and
                  Yolanda Gil and
                  Ewa Deelman},
  editor       = {Deborah L. McGuinness and
                  George Ferguson},
  title        = {Artemis: Integrating Scientific Data on the Grid},
  booktitle    = {Proceedings of the Nineteenth National Conference on Artificial Intelligence,
                  Sixteenth Conference on Innovative Applications of Artificial Intelligence,
                  July 25-29, 2004, San Jose, California, {USA}},
  pages        = {892--899},
  publisher    = {{AAAI} Press / The {MIT} Press},
  year         = {2004},
  timestamp    = {Wed, 21 Jul 2004 09:49:06 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/TuchindaTGD04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@Article{	  gil2004ai,
  Author	= {Yolanda Gil and Ewa Deelman and Jim Blythe and Carl
		  Kesselman and Hongsuda Tangmurarunkit},
  URL		= {http://pegasus.isi.edu/publications/ewa/ieee_is04.pdf},
  Title		= {Artificial Intelligence and Grids: Workflow Planning and
		  Beyond},
  Journal	= {IEEE Intelligent Systems},
  Month		= {January},
  Year		= {2004}
}

@article{blythe_is_04,
  author = {Yolanda Gil and Ewa Deelman and Jim Blythe and Carl Kesselman and Hongsuda Tangmunarunkit},
  title = {Artificial Intelligence and Grids: Workflow Planning and Beyond},
  booktitle = {IEEE Intelligent Systems},
  year = {2004}
  }

@inproceedings{proc_deng:headmotion:etp2004,
 address = {New York, NY},
 author = {Deng, Zhigang and Busso, Carlos and Narayanan, Shrikanth S. and Neumann, Ulrich},
 booktitle = {Proceedings of the ACM SIGMM Effective Telepresence Workshop (ETP)},
 doi = {10.1145/1026776.1026784},
 keyword = {audio-based, computer graphics, data-driven, facial animation, head motion synthesis, K nearest neighbor, keyframing control, telepresence systems},
 link = {http://sail.usc.edu/publications/files/dengetp2004.pdf},
 month = {Oct},
 pages = {24-30},
 publisher = {ACM Press},
 title = {Audio-based head motion synthesis for avatar-based telepresence systems},
 year = {2004}
}

@inproceedings{proc_deng:expression:casa2004,
 address = {Geneva, Switzerland},
 author = {Deng, Zhigang and Bulut, Murtaza and Neumann, Ulrich and Narayanan, Shrikanth S.},
 bib2html_rescat = {},
 booktitle = {Proceedings of the IEEE Computer Animation and Social Agents (CASA)},
 link = {http://sail.usc.edu/publications/files/10.1.1.74.1239.pdf},
 month = {Jul},
 pages = {267-274},
 publisher = {IEEE Press},
 title = {Automatic dynamic expression synthesis for speech animation},
 year = {2004}
}

@article{DBLP:journals/expert/BlytheDG04,
  author       = {Jim Blythe and
                  Ewa Deelman and
                  Yolanda Gil},
  title        = {Automatically Composed Workflows for Grid Environments},
  journal      = {{IEEE} Intell. Syst.},
  volume       = {19},
  number       = {4},
  pages        = {16--23},
  year         = {2004},
  url          = {https://doi.org/10.1109/MIS.2004.24},
  doi          = {10.1109/MIS.2004.24},
  timestamp    = {Tue, 16 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/expert/BlytheDG04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{chen04:acmgis,
	Author = "Ching-Chien Chen and Craig A. Knoblock and Cyrus Shahabi and Snehal Thakkar and Yao-Yi Chiang",
	Title = "Automatically and Accurately Conflating Orthoimagery and Street Maps",
	BookTitle = "Proceedings of the 12th ACM International Symposium on Advances in Geographic Information Systems (ACM-GIS'04)",
	Year = "2004",
	urlPaper= "http://usc-isi-i2.github.io/papers/chen04-acmgis.pdf",
       	Keywords = {"Map Conflation","Geospatial Integration"},
	}

@TechReport{Stann04a,
	author = 	"Fred Stann and John Heidemann",
	title = 	"BARD: Bayesian-Assisted Resource Discovery In Sensor Networks",
	institution = 	"USC/Information Sciences Institute",
	year = 		2004,
	sortdate = "2004-05-01",
	project = "ilense, scadds, whumls",
	jsubject = "chronological",
	number =	"ISI-TR-2004-593",
	month =		jul,
	location =	"johnh: pafile",
	keywords =	"bard, baysian, diffusion routing",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Stann04a.html",
	pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Stann04a.pdf",
	otherurl =	"http://www.isi.edu/%7efstann/papers/ISI-TR-2004-593.p",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "authors",
	abstract = "
Data dissemination in sensor networks requires four components:
resource discovery, route establishment, packet forwarding, and route
maintenance. Resource discovery can be the most costly aspect if
meta-data does not exist to guide the search. Geographic routing can
minimize search cost when resources are defined by location, and
hash-based techniques like data-centric storage can make searching
more efficient, subject to increased storage cost. In general,
however, flooding is required to locate all resources matching a
specification. In this paper, we propose BARD, Bayesian-Assisted
Resource Discovery, an approach that optimizes resource discovery in
sensor networks by modelling search and routing as a stochastic
process.  BARD exploits the attribute structure of diffusion and prior
routing history to avoid flooding for similar queries. BARD models
attributes as random variables and finds routes to arbitrary value
sets via Bayesian estimation. Results of occasional flooded queries
establish a baseline probability distribution, which is used to focus
additional queries. Since this process is probabilistic and
approximate, even partial matches from prior searches can still reduce
the scope of search. We evaluate the benefits of BARD by extending
directed diffusion and examining control overhead with and without our
Bayesian filter. These simulations demonstrate a 28\% to 73\%
reduction in control traffic, depending on the number and locations of
sources and sinks.
",
}

Data dissemination in sensor networks requires four components: resource discovery, route establishment, packet forwarding, and route maintenance. Resource discovery can be the most costly aspect if meta-data does not exist to guide the search. Geographic routing can minimize search cost when resources are defined by location, and hash-based techniques like data-centric storage can make searching more efficient, subject to increased storage cost. In general, however, flooding is required to locate all resources matching a specification. In this paper, we propose BARD, Bayesian-Assisted Resource Discovery, an approach that optimizes resource discovery in sensor networks by modelling search and routing as a stochastic process. BARD exploits the attribute structure of diffusion and prior routing history to avoid flooding for similar queries. BARD models attributes as random variables and finds routes to arbitrary value sets via Bayesian estimation. Results of occasional flooded queries establish a baseline probability distribution, which is used to focus additional queries. Since this process is probabilistic and approximate, even partial matches from prior searches can still reduce the scope of search. We evaluate the benefits of BARD by extending directed diffusion and examining control overhead with and without our Bayesian filter. These simulations demonstrate a 28% to 73% reduction in control traffic, depending on the number and locations of sources and sinks.

@inproceedings{knoblock04:enter,
  author = "Craig A. Knoblock",
  title = "Building Software Agents for Planning, Monitoring, and Optimizing Travel",
  booktitle = "Information and Communication Technologies in Tourism 2004: Proceedings of the Eleventh International Conference on Information Technology and Travel \& Tourism",
  publisher = "Springer-Verlag, New York",
  editor = "Andrew J. Frew",
  year = 2004,
  pages = "1-15",
  urlPresentation= "http://usc-isi-i2.github.io/slides/knoblock04-enter-slides.pdf",
  urlPaper= "http://usc-isi-i2.github.io/papers/knoblock04-enter.pdf",
  Keywords = {"Information Agents"}
  } 

@incollection{Lerman02nasa,
  author =       "Kristina Lerman and Aram Galstyan",
  editor =       "Kagan Tumer and David Wolpert",
  title =        "Collectives and Design of Complex Systems",
  chapter =      "Two Paradigms for the Design of Artificial Collectives",
  pages =        "231--256",
  publisher =    "Springer Verlag",
  year =         "2004",
  volume =       "",
  number =       "",
  series =       "",
  address =      "New York",
  annote = "NASA-Ames August 2002 workshop",
  keywords =    {multi-agent-systems},
}

@inproceedings{proc_tsuzuki:emotionalspeechsynthesis:icslp04,
 address = {Jeju Island, Korea},
 author = {Tsuzuki, Ryosuke and Zen, Heiga and Tokuda, Keiichi and Kitamura, Tadashi and Bulut, Murtaza and Narayanan, Shrikanth S.},
 bib2html_rescat = {emotion},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/tsuzuki_icslp_2004.pdf},
 month = {Oct},
 pages = {1185-1188},
 title = {Constructing emotional speech synthesizers with limited speech database},
 year = {2004}
}

@article{Li2004Content-basedmovieanalysisand,
 author = {Li, Ying and Narayanan, Shrikanth S. and Kuo, C.-C. Jay},
 bib2html_rescat = {},
 doi = {10.1109/TCSVT.2004.831968},
 journal = {IEEE Transactions on Circuits and Systems for Video Technology},
 link = {http://sail.usc.edu/publications/files/LiCSVT2004.pdf},
 month = {Aug},
 number = {8},
 pages = {1073-1085},
 title = {Content-based movie analysis and indexing based on audiovisual cues},
 volume = {14},
 year = {2004}
}

@inproceedings{proc_panayiotis:persiantrancripts:icslp04,
 address = {Jeju Island, Korea},
 author = {Georgiou, Panayiotis and Mehr, Hooman Shirani and Narayanan, Shrikanth S.},
 bib2html_rescat = {speechlinks},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/georgiouinterspeech2004.pdf},
 month = {Oct},
 pages = {853-856},
 title = {Context dependent statistical augmentation of Persian transcripts},
 year = {2004}
}

@inproceedings{proc_belvin:doctorpatientdialogue:lrec04,
 address = {Lisbon, Portugal},
 author = {Belvin, Robert and May, Win and Narayanan, Shrikanth S. and Georgiou, Panayiotis and Ganjavi, Shadi},
 booktitle = {Proceedings of the International Conference on Language Resources and Evaluation (LREC)},
 link = {http://sail.usc.edu/publications/files/belvinlrec2004.pdf},
 month = {May},
 title = {Creation of a doctor-patient dialogue corpus using standardized patients},
 year = {2004}
}

@InProceedings{Wang04d,
	author = 	"Xi Wang and Fabio Silva and John Heidemann",
	title = 	"Demo Abstract: Follow-Me Application---Active Visitor Guidance System",
	booktitle = 	"Proceedings of the " # "Second" # " ACM {SenSys} Conference ",
	year = 		2004,
	sortdate = "2004-11-01",
	project = "ilense, whumls, surese",
	jsubject = "sensornet_general",
	publisher =	"ACM",
	address =	"Baltimore, Maryland, USA",
	month =		nov,
	xpages =	"xxx",
	location =	"johnh: pafile",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Wang04d.html",
	pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Wang04d.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "ACM",
	copyrightterms = "Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. To copy otherwise, to republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. ",
	abstract = "
(no abstract) This abstract describes the
``follow-me'' application of sensor networks that was demonstrated at
Sensys 2004.
",
}

(no abstract) This abstract describes the ``follow-me'' application of sensor networks that was demonstrated at Sensys 2004.

@INPROCEEDINGS{French200406,
Author = {French, Matthew and Graham, Paul and Wirthlin, Michael and Larchev, Greg and Bellows, Peter},
Booktitle = {NASA Earth Science Technology Conference},
Title = { Design Tools for Reconfigurable Hardware in Orbit (RHinO) },
year = {2004},
month = {June},
keywords={power; reliability; FPGA},
isbn = { 0-9785223-5-4},
address = {Palo Alto, CA},
}

@TechReport{Chen04a,
	author = 	"Xuan Chen and John Heidemann",
	title = 	"Detecting Early Worm Propagation through Packet Matching",
	institution = 	"USC/Information Sciences Institute",
	year = 		2004,
	sortdate = 		"2004-02-01",
	project = "ant, saman, conser",
	jsubject =  "network_security",
	number =	"ISI-TR-2004-585",
	month =		feb,
	jlocation =	"johnh: folder: xxx",
	jlocation =	"johnh: pafile",
	keywords =	"DEWP, worm propagation, NEWS",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Chen04a.html",
	pdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Chen04a.pdf",
	copyrightholder = "authors",
	myorganization =	"USC/Information Sciences Institute",
	abstract = "
In this paper, we present DEWP, a router-based system designed to
automatically detect and quarantine Internet worm propagation. DEWP
detects worm probing traffic by matching destination port numbers
between incoming and outgoing connections. This approach does not
require knowledge of worm packet contents or profiles of normal
traffic conditions; it can automatically detect and suppress worms due
to their unusual traffic patterns.  We describe how DEWP works and
evaluate its performance with simulations. We study the speed of
detection and the effectiveness of vulnerable host protection relative
to factors including worm scanning techniques, DEWP deployment
coverage and detection intervals. We also investigate false detections
with network trace playback. We show that DEWP detects worm
propagation within about 4 seconds. By blocking worm probing traffic
automatically, DEWP can protect more than 99\% hosts from
random-scanning worms.
",
}

In this paper, we present DEWP, a router-based system designed to automatically detect and quarantine Internet worm propagation. DEWP detects worm probing traffic by matching destination port numbers between incoming and outgoing connections. This approach does not require knowledge of worm packet contents or profiles of normal traffic conditions; it can automatically detect and suppress worms due to their unusual traffic patterns. We describe how DEWP works and evaluate its performance with simulations. We study the speed of detection and the effectiveness of vulnerable host protection relative to factors including worm scanning techniques, DEWP deployment coverage and detection intervals. We also investigate false detections with network trace playback. We show that DEWP detects worm propagation within about 4 seconds. By blocking worm probing traffic automatically, DEWP can protect more than 99% hosts from random-scanning worms.

@TechReport{Silva04a,
	author = 	"Fabio Silva and John Heidemann and Ramesh Govindan and Deborah Estrin",
	title = 	"Directed Diffusion",
	institution = 	"USC/Information Sciences Institute",
	year = 		2004,
	sortdate = "2004-01-01",
	project = "ilense, scadds",
	jsubject = "sensornet_data_dissemination",
	number =	"ISI-TR-2004-586",
	month =		jan,
	location =	"johnh: folder: xxx",
	location =	"johnh: pafile",
	note =		"To appear in \emph{Frontiers in Distributed
                         Sensor Networks}, S. S. Iyengar and R. R. Brooks, eds.",
	keywords =	"directed diffusion, sensor networks, in [Iyengar05a]",
	copyrightholder = "authors",
	myorganization =	"USC/Information Sciences Institute",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Silva04a.html",
	pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Silva04a.pdf",
	abstract = "(No formal abstract, but:  This paper is an
                         overview of directed diffusion.)",
}

(No formal abstract, but: This paper is an overview of directed diffusion.)

@article{hussain2004distinguishing,
  title={Distinguishing between single and multi-source attacks using signal processing},
  author={Hussain, Alefiya and Heidemann, John and Papadopoulos, Christos},
  journal={Computer Networks},
  volume={46},
  number={4},
  pages={479--503},
  year={2004},
  publisher={Elsevier}
}

@InProceedings{Galstyan04ipsn,
  author =       "Aram Galstyan and Bhaskar Krishnamachari and Sundeep Pattem and Kristina Lerman",
  title =        "{Distributed Online Localization in Sensor Networks Using a Moving Target}",
  month={apr},
  year =         "2004",
  booktitle =    "Information Processing in Sensor Networks (IPSN-2004), Berkeley, CA",
  pages =        "",
  keywords =    {multi-agent-systems},
}

@inproceedings{proc_lee:emotionreco:icslp04,
 address = {Jeju Island, Korea},
 author = {Lee, Chul Min and Yildirim, Serdar and Bulut, Murtaza and Kazemzadeh, Abe and Busso, Carlos and Deng, Zhigang and Lee, Sungbok and Narayanan, Shrikanth S.},
 bib2html_rescat = {emotion},
 booktitle = {Proceedings of InterSpeech},
 keyword = {EMOTION},
 link = {http://sail.usc.edu/publications/files/LeeInterSpeech2004.pdf},
 month = {Oct},
 pages = {889-892},
 title = {Emotion recognition based on phoneme classes},
 year = {2004}
}

@TechReport{Heidemann04c,
	author = 	"John Heidemann and Wei Ye",
	title = 	"Energy Conservation in Sensor Networks at the Link and Network Layers",
	institution = 	"USC/Information Sciences Institute",
	year = 		2004,
	sortdate = 		"2004-11-01",
	project = "ilense, macss",
	jsubject = "sensornet_general",
	month = nov,
	number =	"ISI-TR-2004-599",
	note =	"book chapter to appear in \emph{Wireless Sensor
                         Networks: A Systems Perspective}, Nirupama Bulusu and Sanjay Jha (editors), Artech House, 2005",
	keywords =	"sensor network overview, energy conservation overview",
	location =	"johnh: pafile",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Heidemann04c.html",
	pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Heidemann04c.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "authors",
	abstract = "
This chapter surveys network-level approaches to conserve energy in
sensor networks. We consider protocols for transmission power control,
media access control, topology control, and energy-aware routing,
surveying relevant literature and describing approaches that have been
considered.
",
}

This chapter surveys network-level approaches to conserve energy in sensor networks. We consider protocols for transmission power control, media access control, topology control, and energy-aware routing, surveying relevant literature and describing approaches that have been considered.

@TechReport{Li04b,
	author = 	"Yuan Li and Wei Ye and John Heidemann",
	title = 	"Energy and Latency Control in Low Duty Cycle {MAC} Protocols",
	institution = 	"USC/Information Sciences Institute",
	year = 		2004,
	sortdate = "2007-05-01",
	project = "ilense, macss, cisoft",
	jsubject = "sensornet_subtransport",
	number =	"ISI-TR-2004-595",
	month =		sep,
	location =	"johnh: folder: pafile",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Li04b.html",
	pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Li04b.pdf",
	otherurl = "http://www-scf.usc.edu/%7eyuanl/myresearch/smac_schedules.pdf",
	copyrightholder = "authors",
	myorganization = 	"USC/Information Sciences Institute",
	abstract = "
Recently, several MAC protocols such as S-MAC and T-MAC have exploited
scheduled sleep/wakeup cycles to conserve energy in sensor
networks. Until now, most protocols have assumed all nodes in the
network were configured to follow the same schedule, or they assumed
border nodes would follow multiple schedules, but did not evaluate
those cases. This paper develops two new algorithms to control and
exploit the presence of multiple schedules to reduce energy
consumption and latency. The first one is
the \emph{global schedule algorithm} (GSA).
Through experiments, we demonstrate that, because of
radio propagation vagaries, large sensor networks have very ragged,
overlapping borders where many nodes listen to two or more
schedules. GSA is a fully distributed algorithm that allows a large
network to converge on a single global schedule to conserve
energy. Secondly, we demonstrate that strict schedules incur a latency
penalty in a multi-hop network when packets must wait for the next
schedule for transmission.  To reduce latency in multi-hop paths we
develop the \emph{fast path algorithm} (FPA). FPA provides fast data
forwarding paths by adding additional wake-up periods on the nodes
along paths from sources to sinks. We evaluate both algorithms through
experiments on Berkeley motes and demonstrate that the protocols
accomplish their goals of reducing energy consumption and latency in
large sensor networks.
",
}

Recently, several MAC protocols such as S-MAC and T-MAC have exploited scheduled sleep/wakeup cycles to conserve energy in sensor networks. Until now, most protocols have assumed all nodes in the network were configured to follow the same schedule, or they assumed border nodes would follow multiple schedules, but did not evaluate those cases. This paper develops two new algorithms to control and exploit the presence of multiple schedules to reduce energy consumption and latency. The first one is the \emphglobal schedule algorithm (GSA). Through experiments, we demonstrate that, because of radio propagation vagaries, large sensor networks have very ragged, overlapping borders where many nodes listen to two or more schedules. GSA is a fully distributed algorithm that allows a large network to converge on a single global schedule to conserve energy. Secondly, we demonstrate that strict schedules incur a latency penalty in a multi-hop network when packets must wait for the next schedule for transmission. To reduce latency in multi-hop paths we develop the \emphfast path algorithm (FPA). FPA provides fast data forwarding paths by adding additional wake-up periods on the nodes along paths from sources to sinks. We evaluate both algorithms through experiments on Berkeley motes and demonstrate that the protocols accomplish their goals of reducing energy consumption and latency in large sensor networks.

@inproceedings{proc_naveen:distributedspeechreco:icassp04,
 address = {Montreal, Canada},
 author = {Srinivasamurthy, Naveen and Ortega, Antonio and Narayanan, Shrikanth S.},
 booktitle = {Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
 doi = {10.1109/icassp.2004.1326028},
 link = {http://sail.usc.edu/publications/files/SrinivasamurthyICASSP2004.pdf},
 month = {May},
 pages = {485-488},
 title = {Enhanced standard compliant distributed speech recognition (AURORA encoder) using rate allocation},
 year = {2004}
}

@InProceedings{Son04a,
	author = 	"Dongjin Son and Bhaskar Krishnamachari and John Heidemann",
	title = 	"Experimental study of the effects of Transmission Power Control and Blacklisting in Wireless Sensor Networks",
	booktitle = 	"Proceedings of the " # "First" # " IEEE Conference on Sensor and Adhoc Communication and Networks ",
	year = 		2004,
	sortdate = "2004-10-01",
	project = "ilense, macss",
	jsubject = "sensornet_subtransport",
	publisher =	"IEEE",
	address =	"Santa Clara, California, USA",
	month =		oct,
	pages =		"289--298",
	location =	"johnh: pafile",
	keywords =	"blacklisting, power transmission control,
                         sensor network",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Son04a.html",
	pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Son04a.pdf",
	copyrightholder = "IEEE",
	copyrightterms = "	Personal use of this material is permitted.  However, 	permission to reprint/republish this material for advertising 	or promotional purposes or for creating new collective works         for resale or redistribution to servers or lists, 	or to reuse any copyrighted component of this work in other works 	must be obtained from the IEEE. ",
	abstract = "
We experimentally investigate the impact of variable
transmission power on link quality, and propose variable power link
quality control techniques to enhance the performance of data delivery
in wireless sensor networks. This study extends the state of the art
in two key respects: first, while there are a number of previous
results on power control techniques for wireless ad hoc and sensor
networks, to our knowledge nearly all of them have been simulation or
analytical studies that assume idealized link conditions; second,
while there are several recent experimental studies that have shown
the prevalence of non-ideal unreliable communication links in sensor
networks, these have not thoroughly investigated the impact of
variable transmission power. We perform a systematic set of
experiments to analyze how transmission power changes affect the
quality of low power RF wireless links between nodes. These
experiments show how significant variation in link qualities occur in
real-world deployments and how these effects strongly influence the
effectiveness of transmission power control. We then present a
packet-based transmission power control mechanism that incorporates
blacklisting to enhance link reliability while minimizing
interference. The effectiveness of the proposed scheme is demonstrated
via testbed experiments.
",
}

We experimentally investigate the impact of variable transmission power on link quality, and propose variable power link quality control techniques to enhance the performance of data delivery in wireless sensor networks. This study extends the state of the art in two key respects: first, while there are a number of previous results on power control techniques for wireless ad hoc and sensor networks, to our knowledge nearly all of them have been simulation or analytical studies that assume idealized link conditions; second, while there are several recent experimental studies that have shown the prevalence of non-ideal unreliable communication links in sensor networks, these have not thoroughly investigated the impact of variable transmission power. We perform a systematic set of experiments to analyze how transmission power changes affect the quality of low power RF wireless links between nodes. These experiments show how significant variation in link qualities occur in real-world deployments and how these effects strongly influence the effectiveness of transmission power control. We then present a packet-based transmission power control mechanism that incorporates blacklisting to enhance link reliability while minimizing interference. The effectiveness of the proposed scheme is demonstrated via testbed experiments.

@inproceedings{bakshi04:acmgis,
	Author = "Rahul Bakshi and Craig A. Knoblock and Snehal Thakkar",
	Title = "Exploiting Online Sources to Accurately Geocode Addresses",
	BookTitle = "Proceedings of the 12th ACM International Symposium on Advances in Geographic Information Systems (ACM-GIS'04)",
	Year = "2004",
	urlPaper= "http://usc-isi-i2.github.io/papers/bakshi04-acmgis.pdf",
       	Keywords = {"Geocoding"} }

@inproceedings{michalowski04:iiweb,
   Author = "Martin Michalowski and Snehal Thakkar and Craig A. Knoblock",
   Title = "Exploiting Secondary Sources for Unsupervised Record Linkage",
   BookTitle = "Proceedings of the 2004 VLDB Workshop on Information Integration on the Web",
   Year = "2004",
   urlPaper= "http://usc-isi-i2.github.io/papers/michalowski04-vldbwkshp.pdf",
    Keywords = {"Record Linkage"} }

@InBook{Silva04b,
	author =	"Fabio Silva and John Heidemann and Ramesh Govindan and Deborah Estrin",
	title = "Frontiers in Distributed Sensor Networks",
	chapter = 	"Directed Diffusion",
	publisher = 	"CRC Press, Inc.",
	year = 		2004,
	sortdate = "2004-10-01",
	project = "ilense, scadds",
	jsubject = "chronological",
	address =	"Boca Raton, Florida, USA",
	note = "refernece is superseded by [Silva05a]",
	month =		oct,
	pages =		"to appear",
	editor =		"S. S. Iyengar and R. R. Brooks",
	location =	"johnh: not on file",
	keywords = "directed diffusion, sensor networks, in [Iyengar05a]",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Silva04b.html",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "Artech House, Inc.",
	availability = {
This paper is available only as a chapter in the book \emph{Frontiers in Distributed Sensor Networks}, S. S. Iyengar and R. R. Brooks, editors.
A <a href="Silva04a.html">similar but different version</a>
is available electronically.
},
	abstract = "(No formal abstract, but:  This paper is an
                         overview of directed diffusion.)",
}

(No formal abstract, but: This paper is an overview of directed diffusion.)

@article{ editor-ieee-is-04,
 title = {Guest Editor\textquotesingle s Introduction to the Special Issue on e-Science},
 author = {David DeRoure and Yolanda Gil and Jim Hendler (Eds)},
 journal = {IEEE Intelligent Systems},
 year = {2004},
 url = {http://csdl.computer.org/comp/mags/ex/2004/01/x1024.pdf }
 }

@InBook{Heidemann04b,
	author =	"John Heidemann and Ramesh Govindan",
	title = 	"Handbook of Networked and Embedded Control Systems",
	chapter = 	"Embedded Sensor Networks",
	publisher = 	"Springer-Verlag",
	year = 		2004,
	sortdate = 		"2004-10-01",
	project = "ilense, nocredit",
	jsubject = "chronological",
	pages =		"721--738",
	xeditor =		"D. Hristu-Varsakelis and W.S. Levine",
	location =	"johnh: pafile",
	keywords =	"sensor network overview, CS551-SP2006,
                  CS551-SP2005, CS551-SP2010-supp",
	note = "This reference is superseded by [Heidemann05c]",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Heidemann04b.html",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "Springer-Verlag",
	availability = {
This paper is available only as a chapter in the book \emph{Handbook
of Networked and Embedded Control Systems}, D. Hristu-Varsakelis and
W.S. Levine, editors.
A <a href="Heidemann04a.html">similar but different version</a>
is available electronically.
},
	abstract = "
No formal abstract, but this book chapter provides an overview of embedded
sensor networks, including hardware platforms, software and protocols,
and applications.
",
}

No formal abstract, but this book chapter provides an overview of embedded sensor networks, including hardware platforms, software and protocols, and applications.

@Article{ambite2004:heracles,
  author = 	 {Jos\'{e} Luis Ambite and Craig A. Knoblock and Maria Muslea and Steven Minton},
  title = 	 {Heracles {II}: Conditional Constraint Networks for Interleaved Planning and Information Gathering},
  journal = 	 {IEEE Intelligent Systems},
  year = 	 {2004},
}

@inproceedings{DeAngelis2004,
address = {Notre Dame, Indiana},
author = {DeAngelis, David and Okojie, Robert},
booktitle = {The TMS 46th Electronic Materials Conference (EMC 2004)},
file = {:home/dave/Documents/References/DeAngelis, Okojie - 2004 - In-Situ Characterization of Ohmic Contacts to N-Type SiC Under High Temperature and Current.pdf:pdf},
title = {In-Situ Characterization of Ohmic Contacts to N-Type SiC Under High Temperature and Current},
url = {https://www.tms.org/Meetings/Specialty/EMC04/EMC04-pdfs.html},
year = {2004}
}

@inproceedings{DBLP:conf/www/BlytheG04,
  author       = {Jim Blythe and
                  Yolanda Gil},
  editor       = {Stuart I. Feldman and
                  Mike Uretsky and
                  Marc Najork and
                  Craig E. Wills},
  title        = {Incremental formalization of document annotations through ontology-based
                  paraphrasing},
  booktitle    = {Proceedings of the 13th international conference on World Wide Web,
                  {WWW} 2004, New York, NY, USA, May 17-20, 2004},
  pages        = {455--461},
  publisher    = {{ACM}},
  year         = {2004},
  url          = {https://doi.org/10.1145/988672.988734},
  doi          = {10.1145/988672.988734},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/www/BlytheG04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@InProceedings{Wang04c,
	author = 	"Xi Wang and Fabio Silva and John Heidemann",
	title = 	"Infrastructureless Location Aware Configuration for Sensor Networks",
	booktitle = 	"IEEE Workshop on Mobile Computing Systems and Applications",
	year = 		2004,
	sortdate = "2004-12-01",
	project = "ilense, whumls, surese",
	jsubject = "sensornet_general",
	publisher =	"IEEE",
	address =	"English Lake District, United Kingdom",
	month =		dec,
	pages =		"174--183",
	location =	"johnh: pafile",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Wang04c.html",
	pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Wang04c.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "IEEE",
	copyrightterms = "	Personal use of this material is permitted.  However, 	permission to reprint/republish this material for advertising 	or promotional purposes or for creating new collective works         for resale or redistribution to servers or lists, 	or to reuse any copyrighted component of this work in other works 	must be obtained from the IEEE. ",
	abstract = "
In large sensor networks nodes must self-configure their
communication, location, and other characteristics. GPS and similar
systems determine location today, but they require substantial
infrastructure in the environment or on sensor nodes to locate nodes
in a physical coordinate system. For many applications, \emph{logical}
location---the relationhip of nodes with each other and their
environment---can be more important than physical location. For
example, distance along a road and presence of intersections may be
more relevant than Euclidean coordinates for applications that track
or guide drivers. In this paper we present a novel algorithm,
\emph{deployment order}, for logical location determination. Deployment order
exploits node deployment patterns and simple user interactions to
define logical topologies in a completely distributed manner. With
minimal user interaction it can establish arbitrarily complex logical
topologies. We illustrate the algorithm through the ``follow-me''
application, which is an easy-to-deploy sensornet guidance system
suitable for use in office buildings as well as inhospitable
environments (underground, in damaged buildings, etc.). Finally, we
demonstrate how the addition of landmarks allows the conversion from
logical locations to approximate physical locations.
",
}

In large sensor networks nodes must self-configure their communication, location, and other characteristics. GPS and similar systems determine location today, but they require substantial infrastructure in the environment or on sensor nodes to locate nodes in a physical coordinate system. For many applications, \emphlogical location—the relationhip of nodes with each other and their environment—can be more important than physical location. For example, distance along a road and presence of intersections may be more relevant than Euclidean coordinates for applications that track or guide drivers. In this paper we present a novel algorithm, \emphdeployment order, for logical location determination. Deployment order exploits node deployment patterns and simple user interactions to define logical topologies in a completely distributed manner. With minimal user interaction it can establish arbitrarily complex logical topologies. We illustrate the algorithm through the ``follow-me'' application, which is an easy-to-deploy sensornet guidance system suitable for use in office buildings as well as inhospitable environments (underground, in damaged buildings, etc.). Finally, we demonstrate how the addition of landmarks allows the conversion from logical locations to approximate physical locations.

@mastersthesis{bakshi04:thesis,
   Author = "Rahul Bakshi",
   Title = "Integrating and Reasoning about Online Sources to Accurately Geocode Addresses",
   School = "Department of Computer Science, University of Southern California",
   Year = "2004",
       	Keywords = {"Geocoding"} }

@InProceedings{Gnawali04a,
	 author = 	"Omprakash Gnawali and Mark Yarvis and John Heidemann and Ramesh Govindan",
	 title = 	"Interaction of Retransmission, Blacklisting, and Routing Metrics for Reliability in Sensor Network Routing",
	 booktitle = 	"Proceedings of the " # "First" # " IEEE Conference on Sensor and Adhoc Communication and Networks ",
	 year = 		2004,
	sortdate = 		"2004-10-01",
	project = "ilense, cens, macss, whumls",
	jsubject = "sensornet_subtransport",
	 publisher =	"IEEE",
	 address =	"Santa Clara, California, USA",
	 month =		oct,
	 pages =		"34--43",
	 location =	"johnh: pafile",
	 keywords =	"ETX, metric-based routing, blacklisting, CS551-SP2006",
	 url =		"http://www.isi.edu/%7ejohnh/PAPERS/Gnawali04a.html",
	 pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Gnawali04a.pdf",
	 copyrightholder = "IEEE",
	 copyrightterms = "	Personal use of this material is permitted.  However, 	permission to reprint/republish this material for advertising 	or promotional purposes or for creating new collective works         for resale or redistribution to servers or lists, 	or to reuse any copyrighted component of this work in other works 	must be obtained from the IEEE. ",
	 abstract = "
 Unpredictable and heterogeneous links in a wireless sensor network
 require techniques to avoid low delivery rate and high delivery
 cost. Three commonly used techniques to help discover high quality
 paths include (1) link-layer retransmission, (2) blacklisting bad
 links, and (3) end-to-end routing metrics. Using simulation and
 testbed experiments, we present the first systematic exploration of
 the tradeoffs of combinations of these approaches, quantifying the
 effects of each of these three techniques. We identify several key
 results: One is that per-hop retransmissions (ARQ) is a necessary
 addition to any other mechanism if reliable data delivery is a
 goal. Additional interactions between the services are more
 subtle. First, in a multihop network, either blacklisting or
 reliability metrics like ETX can provide consistent high-reliability
 paths when added to ARQ. Second, at higher deployment densities,
 blacklisting has a lower routing overhead than ETX. But at lower
 densities, blacklisting becomes less stable as the network
 partitions. These results are consistent across both simulation and
 testbed experiments. We conclude that ETX with retransmissions is the
 best choice in general, but that blacklisting may be worth considering
 at higher densities, either with or without ETX.
 ",
}

Unpredictable and heterogeneous links in a wireless sensor network require techniques to avoid low delivery rate and high delivery cost. Three commonly used techniques to help discover high quality paths include (1) link-layer retransmission, (2) blacklisting bad links, and (3) end-to-end routing metrics. Using simulation and testbed experiments, we present the first systematic exploration of the tradeoffs of combinations of these approaches, quantifying the effects of each of these three techniques. We identify several key results: One is that per-hop retransmissions (ARQ) is a necessary addition to any other mechanism if reliable data delivery is a goal. Additional interactions between the services are more subtle. First, in a multihop network, either blacklisting or reliability metrics like ETX can provide consistent high-reliability paths when added to ARQ. Second, at higher deployment densities, blacklisting has a lower routing overhead than ETX. But at lower densities, blacklisting becomes less stable as the network partitions. These results are consistent across both simulation and testbed experiments. We conclude that ETX with retransmissions is the best choice in general, but that blacklisting may be worth considering at higher densities, either with or without ETX.

@misc{dittrich2004internet,
  title={Internet Denial of Service: Attack and Defense Mechanisms},
  author={Dittrich, David and Mirkovic, Jelena and Reiher, Peter and Dietrich, Sven},
  year={2004},
  publisher={Pearson Education}
}

@article{mirkovic2004internet,
  title={Internet Denial of Service: Attack and Defense Mechanisms (Radia Perlman Computer Networking and Security)},
  author={Mirkovic, Jelena and Dietrich, Sven and Dittrich, David and Reiher, Peter},
  year={2004},
  publisher={Prentice Hall PTR}
}

@article{wroclawski2004internet,
	author = {Wroclawski, John},
	title = {Internet Draft David L. Black Document: draft-ietf-rddp-rdma-concerns-01. txt EMC Expires: December 2004 Michael F. Speer Sun},
	year = {2004}}

@InProceedings{Chang04b,
	author = 	"Di-Fa Chang and Ramesh Govindan and John Heidemann",
	title = 	"Locating {BGP} Missing Routes Using Multiple Perspectives",
	booktitle = 	" ACM SIGCOMM Workshop Network Troubleshooting",
	year = 		2004,
	sortdate = 		"2004-09-01", 
	project = "ant, saman, conser, nocredit",
	jsubject = "routing",
	publisher =	"ACM",
	address =	"Portland, Oregon, USA",
	month =		sep,
	pages =		"301--306",
	jlocation =	"johnh: pafile",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Chang04b.html",
	pdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Chang04b.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "ACM",
	copyrightterms = "Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. To copy otherwise, to republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. ",
	abstract = "
There have been many studies on measuring and interpreting interdomain
routing dynamics. Most of them, however, are based on the approach of
off-line and passive post-processing BGP routing updates.  We propose
a new methodology that uses real-time and active monitoring to
troubleshoot various BGP routing anomalies. This paper focuses on a
specific BGP routing problem---missing routes that occur when some
ASes can reach a prefix while others can't. The idea is to
periodically monitor the BGP routing status at multiple vantage
points, like Route Views, and when a possible missing route event is
detected issue traceroute queries from various looking glasses to
learn of the packet-forwarding path status.  By comparing previous and
current packet-forwarding paths, we can have an idea of where the
missing route event takes place. This paper examines the plausibility
of this methodology and discusses preliminary experimental results.
",
}

There have been many studies on measuring and interpreting interdomain routing dynamics. Most of them, however, are based on the approach of off-line and passive post-processing BGP routing updates. We propose a new methodology that uses real-time and active monitoring to troubleshoot various BGP routing anomalies. This paper focuses on a specific BGP routing problem—missing routes that occur when some ASes can reach a prefix while others can't. The idea is to periodically monitor the BGP routing status at multiple vantage points, like Route Views, and when a possible missing route event is detected issue traceroute queries from various looking glasses to learn of the packet-forwarding path status. By comparing previous and current packet-forwarding paths, we can have an idea of where the missing route event takes place. This paper examines the plausibility of this methodology and discusses preliminary experimental results.

@article{cai2004maan,
  title={Maan: A multi-attribute addressable network for grid information services},
  author={Cai, Min and Frank, Martin and Chen, Jinbo and Szekely, Pedro},
  journal={Journal of Grid Computing},
  volume={2},
  number={1},
  pages={3--14},
  year={2004},
  publisher={Kluwer Academic Publishers}
}

@inproceedings{proc_sethy:measuringconv:icslp04,
 address = {Jeju Island, Korea},
 author = {Sethy, Abhinav and Narayanan, Shrikanth S.},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/SethyInterSpeech2004.pdf},
 month = {Oct},
 pages = {1057-1060},
 title = {Measuring Convergence in Language Model Estimation Using Relative Entropy},
 year = {2004}
}

@article{DBLP:journals/ton/YeHE04,
  author       = {Wei Ye and
                  John S. Heidemann and
                  Deborah Estrin},
  title        = {Medium access control with coordinated adaptive sleeping for wireless
                  sensor networks},
  journal      = {{IEEE/ACM} Trans. Netw.},
  volume       = {12},
  number       = {3},
  pages        = {493--506},
  year         = {2004},
  url          = {https://doi.org/10.1109/TNET.2004.828953},
  doi          = {10.1109/TNET.2004.828953},
  timestamp    = {Thu, 23 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ton/YeHE04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{gates2004more,
  title={More Netflow Tools for Performance and Security.},
  author={Gates, Carrie and Collins, Michael P and Duggan, Michael and Kompanek, Andrew and Thomas, Mark},
  booktitle={LISA},
  volume={4},
  pages={121--132},
  year={2004}
}

@inproceedings{French2004,
	author= {French, Matthew C. and Suh, Jinwoo and Crago, Stephen P. and Damoulakis. John},
	title= {Novel Signal Processing Architectures for Knowledge-based STAP Algorithms},
	booktitle= {IEEE Radar Conference},
	location= {Philadelphia, PA},
	month= {April},
	year= {2004}
}

@INPROCEEDINGS{1316365,
author={French, Matthew and Suh, Jinwoo and Crago, Stephen},
booktitle={Proceedings of the 2004 IEEE Radar Conference (IEEE Cat. No.04CH37509)},
title={Novel Signal Processing Architectures for Knowledge-based STAP Algorithms)},
year={2004},
month={april},
volume={},
number={},
pages={ xxvii+627},
keywords={ GMTI techniques; ISAR techniques; SAR processing techniques; detection techniques; estimation techniques; expert reasoning; knowledge aided sensor signal processing; radar SIGPRO; radar antenna arrays; radar applications; radar imaging; space based technologies; space-time adaptive processing; target tracking; tracking theory; waveform processing; array signal processing; expert systems; knowledge based systems; radar antennas; radar detection; radar imaging; radar signal processing; space-time adaptive processing; synthetic aperture radar; target tracking;},
doi={10.1109/NRC.2004.1316365},
ISSN={1097-5659 },}

@InProceedings{	  deelman2004pegasus,
  Author	= {Ewa Deelman and James Blythe and Yolanda Gil and Carl
		  Kesselman and Gaurang Mehta and Sonal Patil and Mei-Hui Su
		  and Karan Vahi and Miron Livny},
  URL		= {http://pegasus.isi.edu/publications/ewa/Pegasus_final.pdf},
  Title		= {Pegasus: Mapping Scientific Workflows onto the Grid},
  BookTitle	= {Across Grids Conference},
  Year		= {2004}
}

@InProceedings{Lerman04atem,
  author =       "Kristina Lerman and C. Gazen  and Steve Minton and Craig A. Knoblock",
  title =        "Populating the Semantic Web",
  pages =        "",
  ISBN =         "",
  booktitle =    "Proceedings of the Workshop on Advances in Text Extraction and Mining ({AAAI}-2004)",
  month =        "",
  publisher =    "",
  address=       "",
  year =         "2004",
  keywords =    {semantic-modeling},
}

@InProceedings{Rajgarhia04a,
	author = 	"Abhishek Rajgarhia and Fred Stann and John Heidemann",
	title = 	"Privacy-Sensitive Monitoring With a Mix of {IR} Sensors and Cameras",
	booktitle = 	"Proceedings of the " # "Second" # " International Workshop on Sensor and Actor Network Protocols and Applications",
	year = 		2004,
	sortdate = "2004-08-01",
	project = "ilense, saman, macss",
	jsubject = "sensornet_general",
	xpublisher =	"ACM",
	address =	"Boston, Massachusetts, USA",
	month =		aug,
	pages =		"21--29",
	location =	"johnh: pafile",
	keywords =	"sensor networks, privacy",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "authors",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Rajgarhia04a.html",
	pdfurl =	       "http://www.isi.edu/%7ejohnh/PAPERS/Rajgarhia04a.pdf",
	abstract = "
The goal of monitoring an area for security often conflicts
with the inhabitants' right to privacy. This paper argues that
technical choices can be made to balance the privacy-
security tradeoff. We present a privacy-sensitive security
monitoring system which balances privacy and security by
deploying cameras only in public areas and by distributing
information about people's movements in private areas so
that no single computer can track an individual. We show
how this distributed information can be utilized to correlate
an interesting event such as a theft with an image taken by
the cameras deployed at the public areas. We then survey
potential users of our system to evaluate preferences
concerning cameras and motion sensors, and we present
analysis of three alternative locations of storing data.
",
}

The goal of monitoring an area for security often conflicts with the inhabitants' right to privacy. This paper argues that technical choices can be made to balance the privacy- security tradeoff. We present a privacy-sensitive security monitoring system which balances privacy and security by deploying cameras only in public areas and by distributing information about people's movements in private areas so that no single computer can track an individual. We show how this distributed information can be utilized to correlate an interesting event such as a theft with an image taken by the cameras deployed at the public areas. We then survey potential users of our system to evaluate preferences concerning cameras and motion sensors, and we present analysis of three alternative locations of storing data.

@inproceedings{proc_montanari:chidrencomputerspeech:icslp04,
 address = {Jeju Island, Korea},
 author = {Montanari, Simona and Yildirim, Serdar and Andersen, Elaine and Narayanan, Shrikanth S.},
 bib2html_rescat = {bsp},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/montanariinterspeech2004.pdf},
 month = {Oct},
 pages = {1841-1844},
 title = {Reference marking in childrens computer-directed speech: An integrated analysis of discourse and gesture},
 year = {2004}
}

@inproceedings{DBLP:conf/atal/GalstyanCL04,
  author       = {Aram Galstyan and
                  Karl Czajkowski and
                  Kristina Lerman},
  title        = {Resource Allocation in the Grid Using Reinforcement Learning},
  booktitle    = {3rd International Joint Conference on Autonomous Agents and Multiagent
                  Systems {(AAMAS} 2004), 19-23 August 2004, New York, NY, {USA}},
  pages        = {1314--1315},
  publisher    = {{IEEE} Computer Society},
  year         = {2004},
  url          = {https://doi.ieeecomputersociety.org/10.1109/AAMAS.2004.10281},
  doi          = {10.1109/AAMAS.2004.10281},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/GalstyanCL04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{michalowski2004b,
   Author = "Martin Michalowski and  Jos\'{e} Luis Ambite and  Craig A. Knoblock and  Steve Minton and  Snehal Thakkar and Rattapoom Tuchinda",
   Title = "Retrieving and Semantically Integrating Heterogeneous Data from the Web",
   Journal = "IEEE Intelligent Systems",
   Volume="19",
   Number="3",
   urlPaper="http://www.isi.edu/%7Emartinm/Papers/IntelligentSystems04.pdf",
   Year = "2004" }

@article{michalowski2004:is,
   Author = "Martin Michalowski and Jos\'{e} Luis Ambite and  Snehal Thakkar and Rattapoom Tuchinda and Craig A. Knoblock and Steve Minton",
   Title = "Retrieving and Semantically Integrating Heterogeneous Data from the Web",
   Journal = "IEEE Intelligent Systems",
   Volume="19",
   Number="3",
   Year = "2004",
   urlPaper= "http://usc-isi-i2.github.io/papers/michalowski04-is.pdf",
   Keywords = {"Data Integration"}}

@inproceedings{proc_kyujeong:robustspeechreco:icslp04,
 address = {Jeju Island, Korea},
 author = {Han, Kyu Jeong and Srinivasamurthy, Naveen and Narayanan, Shrikanth S.},
 bib2html_rescat = {},
 booktitle = {Proceedings of InterSpeech},
 doi = {},
 link = {http://sail.usc.edu/publications/files/HanInterSpeech2004[2].pdf},
 month = {Oct},
 pages = {621-624},
 title = {Robust speech recognition over packet networks: An overview},
 year = {2004}
}

@article{DBLP:journals/tecs/BulusuHET04,
  author       = {Nirupama Bulusu and
                  John S. Heidemann and
                  Deborah Estrin and
                  Tommy Tran},
  title        = {Self-configuring localization systems: Design and Experimental Evaluation},
  journal      = {{ACM} Trans. Embed. Comput. Syst.},
  volume       = {3},
  number       = {1},
  pages        = {24--60},
  year         = {2004},
  url          = {https://doi.org/10.1145/972627.972630},
  doi          = {10.1145/972627.972630},
  timestamp    = {Tue, 08 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tecs/BulusuHET04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{proc_farhad:speakerid:icassp04,
 address = {Montreal, Canada},
 author = {Farahani, Farhad and Georgiou, Panayiotis and Narayanan, Shrikanth S.},
 bib2html_rescat = {},
 booktitle = {Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
 doi = {https://doi.org/10.1109/icassp.2004.1325929},
 link = {http://sail.usc.edu/publications/files/FarahaniICASSP2004.pdf},
 month = {May},
 pages = {89-92},
 title = {Speaker identification using supra-segmental pitch pattern dynamics},
 year = {2004}
}

@inproceedings{proc_soonil:speakermodelquant:icslp04,
 address = {Jeju Island, Korea},
 author = {Kwon, Soonil and Narayanan, Shrikanth S.},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/kwon_interspeech_2004.pdf},
 month = {Oct},
 pages = {1517-1520},
 title = {Speaker model quantization for unsupervised speaker indexing},
 year = {2004}
}

@article{he2004spectral,
  title={Spectral characteristics of saturated links},
  author={He, Xinming and Papadopoulos, Christos and Heidemann, John and Hussain, Alefiya},
  journal={Under Submission},
  year={2004}
}

@incollection{Bulut2004Synthesizingexpressivespeech,
 author = {Bulut, Murtaza and Narayanan, Shrikanth S. and Johnson, Lewis},
 bib2html_rescat = {emotion},
 booktitle = {Text to speech synthesis: New paradigms and advances},
 editor = {Narayanan, Shrikanth S. and Alwan, Abeer},
 publisher = {Prentice Hall},
 title = {Synthesizing expressive speech: Overview, challenges and open questions},
 year = {2004},
 month = {Jun}
}

@inproceedings{proc_mote:learnerspeecherrors:instil04,
 address = {Venice, Italy},
 author = {Mote, Nicolaus and Johnson, Lewis and Sethy, Abhinav and Silva, Jorge and Narayanan, Shrikanth S.},
 bib2html_rescat = {},
 booktitle = {Proceedings of the InSTIL/ICALL Symposium},
 doi = {},
 link = {http://sail.usc.edu/publications/files/MoteInSTIL2004.pdf},
 month = {Jul},
 title = {Tactical language detection and modeling of learner speech errors: The case of Arabic tactical language training for American English speakers},
 year = {2004}
}

@inproceedings{proc_johnson:tacticallanguagetraining:its04,
 address = {Berlin, Germany},
 author = {Johnson, W. Lewis and Beal, Carole and Fowles-Winkler, Anna and Lauper, Ursula and Marsella, Stacy and Narayanan, Shrikanth S. and Papachristou, Dimitra and Vilhjalmsson, Hannes},
 booktitle = {Proceedings of the Conference on Intelligent Tutoring Systems (ITS)},
 doi = {10.1007/978-3-540-30139-4_32},
 link = {http://sail.usc.edu/publications/files/johnsonits2004.pdf},
 month = {Jun},
 pages = {336-345},
 title = {Tactical language training system: An interim report},
 year = {2004}
}

@inproceedings{proc_lewis:tacticallanguage:instil04,
 address = {Venice, Italy},
 author = {Johnson, W. Lewis and Marsella, Stacy and Mote, Nicolaus and Vilhjalmsson, Hannes and Narayanan, Shrikanth S. and Choi, Sunhee},
 bib2html_rescat = {},
 booktitle = {Proceedings of the InSTIL/ICALL Symposium},
 doi = {},
 link = {http://sail.usc.edu/publications/files/JohnsonInSTIL2004.pdf},
 month = {Jul},
 title = {Tactical language training system: Supporting the rapid acquisition of foreign language and cultural skills},
 year = {2004}
}

@book{book_narayanan:tts:ttsbook04,
 author = {Narayanan, Shrikanth S. and Alwan, Abeer},
 bib2html_rescat = {rats},
 publisher = {Prentice Hall},
 title = {Text to speech synthesis: New paradigms and advances},
 year = {2004},
 month = {Dec}
}

@inproceedings{graebener_road_2004,
	address = {Orlando, Florida},
	title = {The {Road} to {Successful} {Joint} {Experimentation} {Starts} at the {Data} {Collection} {Trail} - {Part} {II}},
	booktitle = {Interservice/{Industry} {Training}, {Simulation}, and {Education} {Conference} ({I}/{ITSEC}) 2004},
	author = {Graebener, Robert J. and Rafuse, Gregory and Miller, Robert and Yao, Ke-Thia},
	month = dec,
	year = {2004},
}

@inproceedings{hussain2004effect,
  title={The effect of detail on Ethernet simulation},
  author={Hussain, Alefiya and Kapoor, Aman and Heidemann, John},
  booktitle={18th Workshop on Parallel and Distributed Simulation, 2004. PADS 2004.},
  pages={97--104},
  year={2004},
  organization={IEEE}
}

@inproceedings{proc_narayanan:transonics:aaai04,
 address = {Washington, D.C},
 author = {Narayanan, Shrikanth S. and Ananthakrishnan, Sankaranarayanan and Belvin, Robert and Ettelaie, Emil and Gandhe, Sudeep and Ganjavi, Shadi and Georgiou, Panayiotis and Hein, C. M. and Kadambe, S. and Knight, Kevin and Marcu, Daniel and Neely, Howard E. and Srinivasamurthy, Naveen and Traum, David and Wang, Dagen},
 bib2html_rescat = {span},
 booktitle = {Proceedings of the Association for the Advancement of Artificial Intelligence (AAAI) Fall Symposium},
 link = {http://sail.usc.edu/publications/files/narayananaaai2004.pdf},
 month = {Oct},
 pages = {97-103},
 title = {The transonics spoken dialogue translator: An aid for English-Persian doctor-patient interviews},
 year = {2004}
}

@inproceedings{proc_grunwald:cognitivetaskanalysis:Annualmedicine04,
 address = {New Port Beach, CA},
 author = {Grunwald, Tiffany and Clark, Dick and Fisher, Scott and McLaughlin, Margaret and Narayanan, Shrikanth S. and Piepol, Diane},
 bib2html_rescat = {emotion},
 booktitle = {Proceedings of the Annual Medicine Meets Virtual Reality (MMVR) Conference},
 link = {http://sail.usc.edu/publications/files/GrunwaldMMVR2004.pdf},
 month = {Jan},
 pages = {114-120},
 title = {Using Cognitive Task Analysis to Facilitate Collaboration in Development of Simulator to Accelerate Surgical Training},
 year = {2004}
}

@inproceedings{DBLP:conf/sigmod/LermanGMK04,
  author       = {Kristina Lerman and
                  Lise Getoor and
                  Steven Minton and
                  Craig A. Knoblock},
  editor       = {Gerhard Weikum and
                  Arnd Christian K{\"{o}}nig and
                  Stefan De{\ss}loch},
  title        = {Using the Structure of Web Sites for Automatic Segmentation of Tables},
  booktitle    = {Proceedings of the {ACM} {SIGMOD} International Conference on Management
                  of Data, Paris, France, June 13-18, 2004},
  pages        = {119--130},
  publisher    = {{ACM}},
  year         = {2004},
  url          = {https://doi.org/10.1145/1007568.1007584},
  doi          = {10.1145/1007568.1007584},
  timestamp    = {Thu, 11 Mar 2021 15:20:15 +0100},
  biburl       = {https://dblp.org/rec/conf/sigmod/LermanGMK04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{chen04:stdbm,
        Author = "Ching-Chien Chen and Cyrus Shahabi and Craig A. Knoblock",
        Title = "Utilizing Road Network Data for Automatic Identification of Road Intersections from High Resolution Color Orthoimagery",
        Booktitle = "Proceedings of the 2nd Workshop on Spatio-Temporal Database Management - STDBM'04",
        Year = 2004,
	urlPaper= "http://usc-isi-i2.github.io/papers/chen04-stdbm.pdf",
       	Keywords = {"Map Extraction"}
        }

@INBOOK{Lerman04ve,
  author  =      {Kristina Lerman and Steve Minton and Craig A. Knoblock},
  title =        {Virtual Enterprise Integration: Technological and Organizational Perspective},
  chapter =      {Machine Learning Techniques for Web Wrapper Maintenance, Goran D. Putnik and
Maria Manuela Cunha (Eds)},
  pages =        {},
  publisher =    {Idea Group, Hershey, PA},
  year =         {2004},
  keywords =    {wrapper-maintenance},
}

@InBook{Ye04a,
	author =	"Wei Ye and John Heidemann",
	title = 	"Wireless Sensor Networks",
	chapter = 	"Medium Access Control in Wireless Sensor Networks",
	note =		"Chapter 4, C. S. Raghavendra, Krishna Sivalingam, Ty Znati, editors",
	publisher = 	"Kluwer Academic Publishers",
	year = 		2004,
	sortdate = "2004-01-01",
	project = "ilense, macss, scadds",
	jsubject = "sensornet_subtransport",
	pages =		"73--92",
	location =	"johnh: not on file",
	keywords =	"s-mac, MAC, in [Znati04a]",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Ye04a.html",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "Kluwer Academic Publishers",
	availability = {
This paper is available only as a chapter in the book \emph{Wireless
Sensor Networks}, Ty Znati, Krishna Sivalingam, C. S. Raghavendra, editors.
A <a href="Ye03c.html">similar but different version</a>
is available electronically.
},
	abstract = "
This paper reviews medium access control (MAC), an enabling technology
in wireless sensor networks. MAC protocols control how sensors access
a shared radio channel to communicate with neighbors. Battery-powered
wireless sensor networks with many nearby nodes challenge traditional
MAC design. This paper discusses design trade-offs with an emphasis on
energy efficiency. It classifies existing MAC protocols and compares
their advantages and disadvantages in the context of sensor
networks. Finally, it presents S-MAC as an example of a MAC protocol
designed specifically for a sensor network, illustrating one
combination of design trade-offs.
",
}

This paper reviews medium access control (MAC), an enabling technology in wireless sensor networks. MAC protocols control how sensors access a shared radio channel to communicate with neighbors. Battery-powered wireless sensor networks with many nearby nodes challenge traditional MAC design. This paper discusses design trade-offs with an emphasis on energy efficiency. It classifies existing MAC protocols and compares their advantages and disadvantages in the context of sensor networks. Finally, it presents S-MAC as an example of a MAC protocol designed specifically for a sensor network, illustrating one combination of design trade-offs.

@TechReport{Conner04a,
	 author = 	"W. Steven Conner and John Heidemann and Lakshman
  Krishnamurthy and Xi Wang and Mark Yarvis",
	 title = "Workplace Applications of Sensor Networks",
	 institution = 	"USC/Information Sciences Institute",
	 year = 		2004,
	sortdate = 		"2004-07-01", 
	project = "ilense, whumls",
	jsubject =  "sensornet_general",
	 number =	"ISI-TR-2004-591",
	 note = "To appear as a chapter in \emph{Wireless Sensor
			  Networks: A Systems Perspective}, Nirupama
			  Bulusu and Sanjay Jha, editors; Artech House,
			  publisher (2004).",
	 month =		jul,
	 location =	"johnh: pafile",
	 keywords =	"sensor network, deployment order",
	 url =		"http://www.isi.edu/%7ejohnh/PAPERS/Conner04a.html",
	 pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Conner04a.pdf",
	 copyrightholder = "authors",
	 myorganization =	"USC/Information Sciences Institute",
	 abstract = "(No formal abstract.  The paper reviews workplace
			  applications of sensor networks, including
			  the Intel Conference Room Application and the
			  ISI Follow-Me Application.)",
}

(No formal abstract. The paper reviews workplace applications of sensor networks, including the Intel Conference Room Application and the ISI Follow-Me Application.)

@TechReport{Hussain03a,
	author = 	"Alefiya Hussain and John Heidemann and Christos Papadopoulos",
	title = 	"A Framework for Classifying Denial of Service Attacks-extended",
	institution = 	"USC/Information Sciences Institute",
	year = 		2003,
	sortdate = 		"2003-06-01",
	project = "ant, saman, conser, cossack",
	jsubject = "network_security",
	number =	"ISI-TR-2003-569b",
	month =		jun,
	note = "(Original TR, February 2003, updated June 2003)",
	jlocation =	"johnh: folder: xxx",
	jlocation =	"johnh: pafile",
	keywords =	"ddos classification, spectral analysis",
	otherurl =	"ftp://ftp.isi.edu/isi-pubs/tr-569.pdf",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Hussain03a.html",
	pdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Hussain03a.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "authors",
	abstract = "
Launching a denial of service (DoS) attack is trivial, but detection
and response is a painfully slow and often a manual process.
Automatic classification of attacks as single- or multi-source can
help focus a response, but current packet-header-based approaches are
susceptible to spoofing. This paper introduces a framework for
classifying DoS attacks based on header content, transient ramp-up
behavior and novel techniques such as spectral analysis. Although
headers are easily forged, we show that characteristics of attack
ramp-up and attack spectrum are more difficult to spoof. To evaluate
our framework we monitored access links of a regional ISP detecting 80
live attacks. Header analysis identified the number of attackers in 67
attacks, while the remaining 13 attacks were classified based on
ramp-up and spectral analysis. We validate our results through
monitoring at a second site, controlled experiments, and
simulation. We use experiments and simulation to understand the
underlying reasons for the characteristics observed. In addition to
helping understand attack dynamics, classification mechanisms such as
ours are important for the development of realistic models of DoS
traffic, can be packaged as an automated tool to aid in rapid response
to attacks, and can also be used to estimate the level of DoS activity
on the Internet.
",
}

Launching a denial of service (DoS) attack is trivial, but detection and response is a painfully slow and often a manual process. Automatic classification of attacks as single- or multi-source can help focus a response, but current packet-header-based approaches are susceptible to spoofing. This paper introduces a framework for classifying DoS attacks based on header content, transient ramp-up behavior and novel techniques such as spectral analysis. Although headers are easily forged, we show that characteristics of attack ramp-up and attack spectrum are more difficult to spoof. To evaluate our framework we monitored access links of a regional ISP detecting 80 live attacks. Header analysis identified the number of attackers in 67 attacks, while the remaining 13 attacks were classified based on ramp-up and spectral analysis. We validate our results through monitoring at a second site, controlled experiments, and simulation. We use experiments and simulation to understand the underlying reasons for the characteristics observed. In addition to helping understand attack dynamics, classification mechanisms such as ours are important for the development of realistic models of DoS traffic, can be packaged as an automated tool to aid in rapid response to attacks, and can also be used to estimate the level of DoS activity on the Internet.

@inproceedings{kesselman_geoscience_2003,
	title = {A {Geoscience} {Grid}: {The} {Scec} {Community} {Modeling} {Environment} (scec/cme)},
	volume = {1},
	booktitle = {{AGU} {Fall} {Meeting} {Abstracts}},
	author = {Kesselman, C. and Tangmunarunkit, H. and Gil, Y. and Thiebaux, M. and Decker, S. and Jordan, T. H. and Maechling, P.},
	year = {2003},
	pages = {0180},
}

@ARTICLE{LermanJAMAS,
  author =       {Kristina Lerman and Aram Galstyan and T. Hogg},
  title =        {A Methodology for Mathematical Analysis of Multi-Agent Systems},
  journal =      {unpublished},
  year =         {2003},
  keywords =    {multi-agent-systems},
    urlPaper={http://arxiv.org/abs/cs/0404002},
}

@inproceedings{Suh2003c,
	author= {Suh, Jinwoo and Kim, Eun-Gyu and Crago, Stephen P. and Srinivasan, Lakshmi and French, Matthew C.},
	title= {A Performance Characterization of New Microprocessor paradigm on Data-Intensive Kernels},
	booktitle= {Workshop on Performance Characterization, Modeling, and Benchmarking for HPC Systems},
	location= {Emeryville, California},
	month= {May},
	year= {2003}
}

@TechReport{Stathopoulos03b,
	author = 	"Thanos Stathopoulos and John Heidemann and Deborah Estrin",
	title = 	"A Remote Code Update Mechanism for Wireless Sensor Networks",
	institution = 	"University of California, Los Angeles, Center for Embedded Networked Computing",
	year = 		2003,
	sortdate = "2003-11-01",
	project = "ilense, cens, macss",
	jsubject = "sensornet_data_dissemination",
	number =	"CENS-TR-30",
	month =		nov,
	location =	"johnh: folder: xxx",
	location =	"johnh: pafile",
	keywords =	"MOAP, multi-hop over-the-air programming",
	otherurl =		"http://lecs.cs.ucla.edu/%7ethanos/moap-TR.pdf",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Stathopoulos03b.html",
	pdfurl =		"http://www.isi.edu/%7ejohnh/PAPERS/Stathopoulos03b.pdf",
	copyrightholder = "authors", 
	abstract = "
Wireless sensor networks consist of collections of small, low-power
nodes that interface or interact with the physical environment. The
ability to add new functionality or perform software maintenance
without having to physically reach each individual node is already an
essential service, even at the limited scale at which current sensor
networks are deployed. TinyOS supports single-hop over-the-air
reprogramming today, but the need to reprogram sensors in a multihop
network will become particularly critical as sensor networks mature
and move toward larger deployment sizes. In this paper we present
Multihop Over-the-Air Programming (MOAP), a code distribution
mechanism specifically targeted for Mica-2 Motes. We discuss and
analyze the design goals, constraints, choices and optimizations
focusing in particular on dissemination strategies and retransmission
policies. We have implemented MOAP on Mica-2 motes and we evaluate
that implementation using both emulation and testbed experiments. We
show that our dissemination mechanism obtains a 60--90\% performance
improvement in terms of required transmissions compared to
flooding. We also show that a very simple windowed retransmission
tracking scheme is nearly as effective as arbitrary repairs and yet is
much better suited to energy and memory constrained embedded systems.
",
}

Wireless sensor networks consist of collections of small, low-power nodes that interface or interact with the physical environment. The ability to add new functionality or perform software maintenance without having to physically reach each individual node is already an essential service, even at the limited scale at which current sensor networks are deployed. TinyOS supports single-hop over-the-air reprogramming today, but the need to reprogram sensors in a multihop network will become particularly critical as sensor networks mature and move toward larger deployment sizes. In this paper we present Multihop Over-the-Air Programming (MOAP), a code distribution mechanism specifically targeted for Mica-2 Motes. We discuss and analyze the design goals, constraints, choices and optimizations focusing in particular on dissemination strategies and retransmission policies. We have implemented MOAP on Mica-2 motes and we evaluate that implementation using both emulation and testbed experiments. We show that our dissemination mechanism obtains a 60–90% performance improvement in terms of required transmissions compared to flooding. We also show that a very simple windowed retransmission tracking scheme is nearly as effective as arbitrary repairs and yet is much better suited to energy and memory constrained embedded systems.

@inproceedings{proc_shih:hummingtranscription:icme03,
 address = {Baltimore, MD},
 author = {Shih, Hsuan-Huei and Narayanan, Shrikanth S. and Kuo, C.-C. Jay},
 bib2html_rescat = {mica},
 booktitle = {Proceedings of the IEEE International Conference on Multimedia Expo (ICME)},
 doi = {10.1109/ICME.2003.1220854},
 link = {http://sail.usc.edu/publications/files/ShihICME2003.pdf},
 month = {Jul},
 pages = {61-64},
 title = {A Statistical Multidimensional Humming Transcription Using Phone Level Hidden Markov Models for Query by Humming Systems},
 volume = {1},
 year = {2003}
}

@inproceedings{proc_kwon:genericmodels:asru03,
 address = {St. Thomas, U.S. Virgin Islands},
 author = {Kwon, Soonil and Narayanan, Shrikanth S.},
 bib2html_rescat = {speechlinks},
 booktitle = {Proceedings of the IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU)},
 link = {http://sail.usc.edu/publications/files/KwonASRU2003.pdf},
 month = {Dec},
 pages = {423-428},
 title = {A Study of Generic Models for Unsupervised On-line Speaker Indexing},
 year = {2003}
}

@InProceedings{Lan03b,
	author = 	"Kun-chan Lan and John Heidemann",
	title = 	"A Tool for {RApid} Model Parameterization and its Applications",
	booktitle = 	"Proceedings of the " # " Workshop on Models, Methods and Tools for Reproducible Network Research (MoMeTools)",
	year = 		2003,
	sortdate = 		"2003-08-01", 
	project = "ant, saman",
	jsubject = "traffic_modeling",
	publisher =	"ACM",
	address =	"Karlsruhe, Germany",
	month =		aug,
	pages =		"to appear",
	jlocation =	"johnh: folder: xxx",
	jlocation =	"johnh: pafile",
	keywords =	"RAMP, traffic modeling, on-line traffic modeling",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Lan03b.html",
	pdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Lan03b.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "ACM",
	copyrightterms = "Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. To copy otherwise, to republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. ",
	abstract = "
The utility of simulations and analysis heavily relies on good models
of network traffic. However, it is difficult to model and simulate the
Internet traffic because of the network's great heterogeneity and
rapid change. The statistical properties of Internet traffic not only
constantly change over time but also vary in other dimensions such as
locations and directions. Previously we have developed a tool RAMP
that supports rapid parameterization of traffic models from live
network measurements. In this paper, we first extend RAMP to support
near-real-time trace-driven simulation.  Next, we demonstrate the
applications of RAMP via three case studies: generation of realistic
traffic model for simulation, generation of high bandwidth synthetic
network traces, and analysis and modeling of malicious
traffic. Finally, we discuss some lessons we learned from using RAMP
for traffic modeling.
",
}

The utility of simulations and analysis heavily relies on good models of network traffic. However, it is difficult to model and simulate the Internet traffic because of the network's great heterogeneity and rapid change. The statistical properties of Internet traffic not only constantly change over time but also vary in other dimensions such as locations and directions. Previously we have developed a tool RAMP that supports rapid parameterization of traffic models from live network measurements. In this paper, we first extend RAMP to support near-real-time trace-driven simulation. Next, we demonstrate the applications of RAMP via three case studies: generation of realistic traffic model for simulation, generation of high bandwidth synthetic network traces, and analysis and modeling of malicious traffic. Finally, we discuss some lessons we learned from using RAMP for traffic modeling.

@inproceedings{thakkar03:p4ws,
   Author = "Snehal Thakkar and Craig A. Knoblock and Jos\'{e} Luis Ambite",
   Title = "A View Integration Approach to Dynamic Composition of Web Services",
   BookTitle = "Proceedings of 2003 ICAPS Workshop on Planning for Web Services",
   Address= "Trento, Italy",
   Year = "2003",
   urlPaper= "http://usc-isi-i2.github.io/papers/thakkar03-p4ws.pdf",
    Keywords = {"Service Composition","Data Integration"} }

@inproceedings{hussain2003framework,
  title={A framework for classifying denial of service attacks},
  author={Hussain, Alefiya and Heidemann, John and Papadopoulos, Christos},
  booktitle={Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications},
  pages={99--110},
  year={2003}
}

@inproceedings{proc_soonil:genericmodels:eurospeech03,
 address = {Geneva, Switzerland},
 author = {Kwon, Soonil and Narayanan, Shrikanth S.},
 bib2html_rescat = {},
 booktitle = {Proceedings of InterSpeech},
 doi = {},
 link = {http://sail.usc.edu/publications/files/KwonInterSpeech2003.pdf},
 month = {Sep},
 pages = {2653-2656},
 title = {A method for on-line speaker indexing using generic reference models},
 year = {2003}
}

@inproceedings{Suh:2003:PAP:859618.859665,
 author = {Suh, Jinwoo and Kim, Eun-Gyu and Crago, Stephen P. and Srinivasan, Lakshmi and French, Matthew C.},
 title = {A performance analysis of PIM, stream processing, and tiled processing on memory-intensive signal processing kernels},
 booktitle = {Proceedings of the 30th annual international symposium on Computer architecture},
 series = {ISCA '03},
 year = {2003},
 isbn = {0-7695-1945-8},
 location = {San Diego, California},
 pages = {410--421},
 numpages = {12},
 url = {http://doi.acm.org/10.1145/859618.859665},
 doi = {http://doi.acm.org/10.1145/859618.859665},
 acmid = {859665},
 publisher = {ACM},
 address = {New York, NY, USA},
} 

@inproceedings{proc_shadi:ASCIItranscription:asru03,
 address = {St. Thomas, U.S. Virgin Islands},
 author = {Ganjavi, Shadi and Georgiou, Panayiotis and Narayanan, Shrikanth S.},
 bib2html_rescat = {speechlinks},
 booktitle = {Proceedings of the IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU)},
 doi = {10.1109/ASRU.2003.1318507},
 link = {http://sail.usc.edu/publications/files/GanjaviASRU2003.pdf},
 month = {Dec},
 title = {ASCII based transcription systems with the Arabic script: The case of Persian},
 year = {2003}
}

@inproceedings{elsayed_atp_2003, 
author={T. {Elsayed} and M. {Hussein} and M. {Youssef} and T. {Nadeem} and A. {Youssef} and L. {Iftode}}, 
booktitle={2003 46th Midwest Symposium on Circuits and Systems}, 
title={ATP: autonomous transport protocol}, 
year={2003}, 
volume={1}, 
number={}, 
pages={436-439 Vol. 1}, 
keywords={data communication;mobility management (mobile radio);peer-to-peer computing;transport protocols;ubiquitous computing;autonomous transport protocol;transport connection;content identifiers;dynamic endpoints relocation;content-based network;active mode;passive mode;instance-based network;mobility management;peer-to-peer systems;ubiquitous computing;Transport protocols;Peer to peer computing;Maintenance;Ubiquitous computing;Computer science;USA Councils;Mobile radio mobility management;Computer network reliability;Application software;Tracking;Autonomous transport protocol;Content-based networks;Instance-based networks;Mobility management;Peer-to-peer systems;Transport protocols;Ubiquitous computing}, 
doi={10.1109/MWSCAS.2003.1562312}, 
ISSN={1548-3746}, 
month={Dec},}

@incollection{DBLP:series/sfsc/KnoblockLMM03,
  author       = {Craig A. Knoblock and
                  Kristina Lerman and
                  Steven Minton and
                  Ion Muslea},
  editor       = {Piotr S. Szczepaniak and
                  Javier Segovia and
                  Janusz Kacprzyk and
                  Lotfi A. Zadeh},
  title        = {Accurately and Reliably Extracting Data from the Web: {A} Machine
                  Learning Approach},
  booktitle    = {Intelligent Exploration of the Web},
  series       = {Studies in Fuzziness and Soft Computing},
  volume       = {111},
  pages        = {275--287},
  publisher    = {Springer},
  year         = {2003},
  url          = {https://doi.org/10.1007/978-3-7908-1772-0\_17},
  doi          = {10.1007/978-3-7908-1772-0\_17},
  timestamp    = {Sun, 14 Apr 2019 19:26:53 +0200},
  biburl       = {https://dblp.org/rec/series/sfsc/KnoblockLMM03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{proc_yildrim:acousticanalysis:icphs03,
 address = {Barcelona, Spain},
 author = {Yildirim, Serdar and Narayanan, Shrikanth S. and Byrd, Dani and Khurana, Sonia},
 bib2html_rescat = {care},
 booktitle = {Proceedings of the International Congresses of Phonetic Sciences (ICPhS)},
 link = {http://sail.usc.edu/publications/files/YildirimICPhS2003.pdf},
 month = {Aug},
 title = {Acoustic analysis of preschool childrens speech},
 year = {2003}
}

@inproceedings{proc_kazemzadeh:usererrorresponse:asru03,
 address = {St. Thomas, U.S. Virgin Islands},
 author = {Kazemzadeh, Abe and Lee, Sungbok and Narayanan, Shrikanth S.},
 bib2html_rescat = {},
 booktitle = {Proceedings of the IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU)},
 doi = {10.1109/ASRU.2003.1318443},
 link = {http://sail.usc.edu/publications/files/KazemzadehASRU2003.pdf},
 month = {Dec},
 pages = {215-220},
 title = {Acoustic correlates of user response to error in human-computer dialogues},
 year = {2003}
}

@inproceedings{muslea03:ijcai,
   author  = "Ion Muslea and Steven Minton and Craig A. Knoblock",
   title   = "Active Learning with Strong and Weak Views: A Case Study on Wrapper Induction",
  booktitle = "Proceedings of the 18th International Joint Conference on Artificial Intelligence (IJCAI-2003)",
  address = "Acapulco, Mexico",
   year    = "2003",
   urlPaper= "http://usc-isi-i2.github.io/papers/muslea03-ijcai.pdf",
   Keywords = {"Wrapper Learning","Active Learning"}
}

@inproceedings{DBLP:conf/atal/LermanG03,
  author       = {Kristina Lerman and
                  Aram Galstyan},
  title        = {Agent memory and adaptation in multi-agent systems},
  booktitle    = {The Second International Joint Conference on Autonomous Agents {\&}
                  Multiagent Systems, {AAMAS} 2003, July 14-18, 2003, Melbourne, Victoria,
                  Australia, Proceedings},
  pages        = {797--803},
  publisher    = {{ACM}},
  year         = {2003},
  url          = {https://doi.org/10.1145/860575.860703},
  doi          = {10.1145/860575.860703},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/LermanG03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{mirkovic2003alliance,
  title={Alliance formation for DDoS defense},
  author={Mirkovic, Jelena and Robinson, Max and Reiher, Peter},
  booktitle={Proceedings of the 2003 workshop on New Security Paradigms},
  pages={11--18},
  year={2003},
  organization={ACM}
}

@inproceedings{proc_sundaram:sponspeechsynthesis:eurospeech03,
 address = {Geneva, Switzerland},
 author = {Sundaram, Shiva and Narayanan, Shrikanth S.},
 bib2html_rescat = {speechlinks},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/SundaramInterSpeech2003.pdf},
 month = {Sep},
 pages = {1221-1224},
 title = {An empirical text transformation method for spontaneous speech synthesizers},
 year = {2003}
}

@inproceedings{DBLP:conf/sensys/GanesanGPEH03,
  author       = {Deepak Ganesan and
                  Ben Greenstein and
                  Denis Perelyubskiy and
                  Deborah Estrin and
                  John S. Heidemann},
  editor       = {Ian F. Akyildiz and
                  Deborah Estrin and
                  David E. Culler and
                  Mani B. Srivastava},
  title        = {An evaluation of multi-resolution storage for sensor networks},
  booktitle    = {Proceedings of the 1st International Conference on Embedded Networked
                  Sensor Systems, SenSys 2003, Los Angeles, California, USA, November
                  5-7, 2003},
  pages        = {89--102},
  publisher    = {{ACM}},
  year         = {2003},
  url          = {https://doi.org/10.1145/958491.958502},
  doi          = {10.1145/958491.958502},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sensys/GanesanGPEH03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{proc_yildrim:informationtheoretic:icassp03,
 address = {Hong Kong},
 author = {Yildirim, Serdar and Narayanan, Shrikanth S.},
 bib2html_rescat = {speechlinks},
 booktitle = {Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
 doi = {10.1109/ICASSP.2003.1198822},
 link = {http://sail.usc.edu/publications/files/YildirimICASSP2003.pdf},
 month = {Apr},
 pages = {I-480-I-483},
 title = {An information-theoretic analysis of developmental changes in speech},
 year = {2003}
}

@inproceedings{DBLP:conf/ndqa/XuLMMW03,
  author    = {Jinxi Xu and
               Ana Licuanan and
               Jonathan May and
               Scott Miller and
               Ralph M. Weischedel},
  title     = {Answer Selection and Confidence Estimation.},
  booktitle = {New Directions in Question Answering},
  year      = {2003},
  pages     = {134-137},
  crossref  = {DBLP:conf/ndqa/2003},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}

@TechReport{Krishnamachari03a,
	author = "Bhaskar Krishnamachari and John Heidemann",
	title = 	"Application-specific Modeling of Information
                         Routing in Sensor Networks",
	institution = 	"USC/Information Sciences Institute",
	year = 		2003,
	sortdate = "2003-08-01",
	project = "ilense, scadds",
	jsubject = "sensornet_general",
	number =	"ISI-TR-576",
	month =		aug,
	location =	"johnh: folder: xxx",
	location =	"johnh: pafile",
	keywords =	"directed diffusion, performance modelling",
	otherurl = "ftp://ftp.isi.edu/isi-pubs/tr-567.pdf",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Krishnamachari03a.html",
	organization =	"USC/Information Sciences Institute",
	pdfurl =		"http://www.isi.edu/%7ejohnh/PAPERS/Krishnamachari03a.pdf",
	abstract = "
Sensor network applications have a diverse set of requirements--some
involve extraction of sensor data to a single point, others exploit
sensor-to-sensor communication; some employ long-lasting data streams
while connections in others are mainly ephemeral. Different variants
of the directed diffusion routing protocol--pull-based, push-based and
hybrid rendezvous-based--have been developed, along with in-network
processing and geographic routing techniques. However, there has been
no prior systematic study comparing their performance with respect to
the diverse application characteristics.  In this paper, we develop
novel abstract parameterized models for traffic and topology that can
incorporate data aggregation and geographic scoping. Using these
models, we mathematically analyze the performance of these routing
techniques across a range of application scenarios (with varying
numbers of nodes, sources, sinks, data settings etc.). Besides
quantifying the conditions under which the different routing
algorithms outperform each other, we obtain a number of useful design
insights. Our analysis shows that algorithms mismatched to
applications can result in drastically poor performance; demonstrates
the desirability of reducing flooded interest and exploratory messages
when data aggregation is used; and suggests that it may be difficult
to implement efficient hybrid schemes because their performance is
very sensitive to the optimal placement of rendezvous points.
",
}

Sensor network applications have a diverse set of requirements–some involve extraction of sensor data to a single point, others exploit sensor-to-sensor communication; some employ long-lasting data streams while connections in others are mainly ephemeral. Different variants of the directed diffusion routing protocol–pull-based, push-based and hybrid rendezvous-based–have been developed, along with in-network processing and geographic routing techniques. However, there has been no prior systematic study comparing their performance with respect to the diverse application characteristics. In this paper, we develop novel abstract parameterized models for traffic and topology that can incorporate data aggregation and geographic scoping. Using these models, we mathematically analyze the performance of these routing techniques across a range of application scenarios (with varying numbers of nodes, sources, sinks, data settings etc.). Besides quantifying the conditions under which the different routing algorithms outperform each other, we obtain a number of useful design insights. Our analysis shows that algorithms mismatched to applications can result in drastically poor performance; demonstrates the desirability of reducing flooded interest and exploratory messages when data aggregation is used; and suggests that it may be difficult to implement efficient hybrid schemes because their performance is very sensitive to the optimal placement of rendezvous points.

@inproceedings{Schott:2003:AAC:1119772.1119868,
 author = {Schott, Brian and Bellows, Peter and French, Matthew and Parker, Robert},
 title = {Applications of adaptive computing systems for signal processing challenges},
 booktitle = {Proceedings of the 2003 Asia and South Pacific Design Automation Conference},
 series = {ASP-DAC '03},
 year = {2003},
 isbn = {0-7803-7660-9},
 location = {Kitakyushu, Japan},
 pages = {465--470},
 numpages = {6},
 url = {http://doi.acm.org/10.1145/1119772.1119868},
 doi = {http://doi.acm.org/10.1145/1119772.1119868},
 acmid = {1119868},
 publisher = {ACM},
 address = {New York, NY, USA},
} 

@inproceedings{proc_li:audiovisual:icassp03,
 address = {Hong Kong},
 author = {Li, Ying and Narayanan, Shrikanth S. and Kuo, C.-C. Jay},
 bib2html_rescat = {speechlinks},
 booktitle = {Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
 doi = {10.1109/ICASSP.2003.1200095},
 link = {http://sail.usc.edu/publications/files/liicassp2003.pdf},
 month = {Apr},
 pages = {565-568},
 title = {Audiovisual-based adaptive speaker identification},
 year = {2003}
}

@inproceedings{chen03:sstd,
    author = "Ching-Chien Chen and Snehal Thakkar and Craig A. Knoblock and Cyrus Shahabi",
    title = "Automatically Annotating and Integrating Spatial Datasets",
    booktitle = "Advances in Spatial and Temporal Databases: 8th International Symposium (SSTD 2003)",
    Address = {Springer, Berlin},
    Volume = {2750},
    Series = {Lecture Notes in Computer Science},
    Pages = "469-488",
    year = "2003",
    urlPaper= "http://usc-isi-i2.github.io/papers/chen03-sstd.pdf",
    Keywords = {"Geospatial Integration"} }

@inproceedings{chen03:ng2i,
  author = "Ching-Chien Chen and Craig A. Knoblock and Cyrus Shahabi and Snehal Thakkar",
  title = "Automatically and Accurately Conflating Satellite Imagery and Maps",
  booktitle = "Proceedings of the International Workshop on Next Generation Geospatial Information",
  address = "Cambridge, MA",
  year = "2003",
  urlPaper= "http://usc-isi-i2.github.io/papers/chen03-ng2i.pdf",
  Keywords = {"Map Conflation","Geospatial Integration"}
}

@inproceedings{barish03:iiweb,
   Author = "Greg Barish and Craig A. Knoblock",
   Title = "Combining Classification and Transduction for Value Prediction in Speculative Plan Execution",
   BookTitle = "Proceedings of 2003 IJCAI Workshop on Information Integration on the Web",
   Address= "Acapulco, Mexico",
   Year = "2003",
   urlPaper = "http://usc-isi-i2.github.io/papers/barish03-iiweb.pdf",
   Keywords = {"Dataflow Execution"} }

@inproceedings{rathnam2003configuration,
  title={Configuration-Based Exploratory Design},
  author={Rathnam, Tarun and Collins, Michael and Paredis, Christiaan JJ},
  booktitle={International Design Engineering Technical Conferences and Computers and Information in Engineering Conference},
  volume={36991},
  pages={279--287},
  year={2003}
}

@inproceedings{papadopoulos2003cossack,
  title={Cossack: Coordinated suppression of simultaneous attacks},
  author={Papadopoulos, Christos and Lindell, Robert and Mehringer, John and Hussain, Alefiya and Govindan, Ramesh},
  booktitle={Proceedings DARPA information survivability conference and exposition},
  volume={1},
  pages={2--13},
  year={2003},
  organization={IEEE}
}

@inproceedings{proc_erdem:hummingsystems:acm03,
 address = {Berkeley, CA},
 author = {Unal, Erdem and Narayanan, Shrikanth S. and Shih, Hsuan-Huei and Chew, Elaine and Kuo, C.-C. Jay},
 bib2html_rescat = {},
 booktitle = {Proceedings of the ACM SIGMM International Workshop on Multimedia Information Retrieval (MIR)},
 doi = {https://doi.org/10.1145/973264.973284},
 link = {http://sail.usc.edu/publications/files/UnalMMSJ2005.pdf},
 month = {Nov},
 pages = {475-483},
 title = {Creating data resources for designing user-centric front-ends for query by humming systems},
 year = {2003}
}

@phdthesis{mirkovic2003d,
  title={D-WARD: source-end defense against distributed denial-of-service attacks},
  author={Mirkovic, Jelena},
  year={2003},
  school={University of California Los Angeles}
}

@inproceedings{robinson2003defcom,
  title={DefCOM: defensive cooperative overlay mesh},
  author={Robinson, Max and Mirkovic, Jelena and Michel, Scott and Schnaider, Matthew and Reiher, Peter},
  booktitle={DARPA Information Survivability Conference and Exposition, 2003. Proceedings},
  volume={2},
  pages={101--102},
  year={2003},
  organization={IEEE}
}

@TechReport{Li03d,
	author = 	"Yuan Li and Wei Ye and John Heidemann",
	title = 	"Demonstration of Schedule and Latency Control in {S-MAC}",
	institution = 	"USC/Information Sciences Institute",
	year = 		2003,
	number =	"ISI-TR-581",
	month =		nov,
	sortdate = "2003-11-01",
	project = "ilense, scadds, macss",
	jsubject = "sensornet_subtransport",
	note = "Demonstration given at ACM Sensys 2003.",
	location =	"johnh: folder: xxx",
	location =	"johnh: pafile",
	keywords =	"S-MAC, global schedule",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "authors",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Li03d.html",
	pdfurl =	       "http://www.isi.edu/%7ejohnh/PAPERS/Li03d.pdf",
	abstract = "
This technical report describes
a demonstration of schedule and latency control in S-MAC
given at SenSys 2003.
",
}

This technical report describes a demonstration of schedule and latency control in S-MAC given at SenSys 2003.

@inproceedings{knoblock03:ijcai,
  author = "Craig A. Knoblock",
  title = "Deploying Information Agents on the Web",
  booktitle = "Proceedings of the 18th International Joint Conference on Artificial Intelligence (IJCAI-2003)",
  address = "Acapulco, Mexico",
  year = "2003",
  urlPaper= "http://usc-isi-i2.github.io/papers/knoblock03-ijcai.pdf",
  Keywords = {"Information Agents"}
}

@article{DBLP:journals/ton/IntanagonwiwatGEHS03,
  author       = {Chalermek Intanagonwiwat and
                  Ramesh Govindan and
                  Deborah Estrin and
                  John S. Heidemann and
                  Fabio Silva},
  title        = {Directed diffusion for wireless sensor networking},
  journal      = {{IEEE/ACM} Trans. Netw.},
  volume       = {11},
  number       = {1},
  pages        = {2--16},
  year         = {2003},
  url          = {https://doi.org/10.1109/TNET.2002.808417},
  doi          = {10.1109/TNET.2002.808417},
  timestamp    = {Sat, 27 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ton/IntanagonwiwatGEHS03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{chen2003distributed,
  title={Distributed Resource Allocation: Knowing When To Quit},
  author={Chen, Jinbo and Bugacov, Alejandro and Szekely, Pedro and Frank, Martin and Cai, Min and Kim, Donghan and Robert Neches, R},
  journal={Representations and Approaches for Time-Critical Decentralized Resource/Role/1" ask Allocation Workshop of the Second International Joint Conference on Autonomous Agents \& Multi-Agent Systems (AAMAS 2003). Melbourne, Australia (July 14)},
  year={2003}
}

@inproceedings{Suh2003a,
	author= {Suh, Jinwoo and Kang, Dong-In and Crago, Stephen},
	title= {Dynamic Power Management of Heterogeneous Systems},
	booktitle= {Eleventh International Workshop on Parallel and Distributed Real-Time Systems (WPDRTS) in conjunction with IPDPS},
	location= {Nice, France},
	month= {April},
	year= {2003},
	doi={10.1109/IPDPS.2003.1213247}
}

@inproceedings{lan2003effect,
  title={Effect of malicious traffic on the network},
  author={Lan, Kun-chan and Hussain, Alefiya and Dutta, Debojyoti},
  booktitle={Passive and Active Measurement Workshop (PAM)},
  year={2003}
}

@inproceedings{thakkar03:iiweb,
   Author = "Snehal Thakkar and Craig A. Knoblock",
   Title = "Efficient Execution of Recursive Integration Plans",
   BookTitle = "Proceedings of 2003 IJCAI Workshop on Information Integration on the Web",
   Address= "Acapulco, Mexico",
   Year = "2003",
   urlPaper= "http://usc-isi-i2.github.io/papers/thakkar03-iiweb.pdf",
   Keywords = {"Data Integration"} }

@inproceedings{proc_chul:emotionreco:eurospeech03,
 address = {Geneva, Switzerland},
 author = {Lee, Chul Min and Narayanan, Shrikanth S.},
 bib2html_rescat = {emotion},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/LeeInterSpeech2003.pdf},
 month = {Sep},
 pages = {157-160},
 title = {Emotion Recognition Using a Data-driven Fuzzy Inference System},
 year = {2003}
}

@TechReport{Chen03b,
	author = 	"Xuan Chen and John Heidemann",
	title = 	"Experimental Evaluation of an Adaptive Flash Crowd Protection System",
	institution = 	"USC/Information Sciences Institute",
	year = 		2003,
	month = jul,
	sortdate = 		"2003-07-01",
	project = "ant, saman, conser",
	jsubject =  "www",
	number =	"IIS-TR-2003-573",
	jlocation =	"johnh: folder: xxx",
	jlocation =	"johnh: pafile",
	keywords =	"NEWS, implementation, admission control",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Chen03b.html",
	pdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Chen03b.pdf",
	copyrightholder = "authors",
	myorganization =	"USC/Information Sciences Institute",
	abstract = "
\emph{Network early warning system} (NEWS) is an adaptive admission
control scheme that protects server and networks from overloading
during flash crowds, and maintains high performance for accepted
requests. Unlike other admission control systems, NEWS regulates
\emph{requests} by observing \emph{response} performance,
automatically adapting to changing traffic mixes. We have previously
studied NEWS through simulation; this paper presents an implementation
of NEWS on a Linux-based router and evaluates that implementation in
testbed experiments with HTTP server log recorded during a flash
crowd.  This paper has three contributions. First, we use the
implementation to evaluate scenarios not considered in simulation. In
addition to validating our previous simulation results in
network-limited scenario quantitatively, we further consider server
memory-limited scenario, confirming that NEWS is effective in both
cases. Second, we evaluate the run-time cost of NEWS traffic
monitoring in practice, and find that it consumes little CPU time and
relatively small memory. Finally, we extend core NEWS algorithms to
include hot-spot identification function to protect bystander traffic
from flash crowds efficiently.
",
}

\emphNetwork early warning system (NEWS) is an adaptive admission control scheme that protects server and networks from overloading during flash crowds, and maintains high performance for accepted requests. Unlike other admission control systems, NEWS regulates \emphrequests by observing \emphresponse performance, automatically adapting to changing traffic mixes. We have previously studied NEWS through simulation; this paper presents an implementation of NEWS on a Linux-based router and evaluates that implementation in testbed experiments with HTTP server log recorded during a flash crowd. This paper has three contributions. First, we use the implementation to evaluate scenarios not considered in simulation. In addition to validating our previous simulation results in network-limited scenario quantitatively, we further consider server memory-limited scenario, confirming that NEWS is effective in both cases. Second, we evaluate the run-time cost of NEWS traffic monitoring in practice, and find that it consumes little CPU time and relatively small memory. Finally, we extend core NEWS algorithms to include hot-spot identification function to protect bystander traffic from flash crowds efficiently.

@inproceedings{michalowski03:kddwkshp,
   Author = "Martin Michalowski and Snehal Thakkar and Craig A. Knoblock",
   Title = "Exploiting Secondary Sources for Automatic Object Consolidation",
   Booktitle = "Proceedings of the KDD'03 Workshop on Data Cleaning, Record Linkage and Object Consolidation",
   Year = 2003,
   urlPaper = "http://usc-isi-i2.github.io/papers/michalowski03-kddwkshp.pdf",
   Keywords = {"Record Linkage"}}

@inproceedings{lin03:wic,
  author = "Shou-de Lin and Craig A. Knoblock",
  title = " Exploiting a Search Engine to Develop More Flexible Web Agents",
  booktitle = "Proceedings of the 2003 IEEE/WIC International Conference on Web Intelligence (WI2003)",
  address = "Halifax, Canada",
  publisher = "IEEE Computer Society",
  pages = "54-60",
  year = "2003",
  note = "Best Paper Award",
  urlPaper= "http://usc-isi-i2.github.io/papers/lin03-wic.pdf",
  Keywords = {"Information Agents"}
}

@TechReport{	  deelman2003metadata,
  Author	= {Ewa Deelman and James Blythe and Yolanda Gil and Carl
		  Kesselman and Gaurang Mehta and Karan Vahi and Scott
		  Koranda and Albert Lazzarini and Maria Alessandra Papa},
  URL		= {http://pegasus.isi.edu/publications/ewa/griphyn_2003_15.pdf},
  Title		= {From Metadata to Execution on the Grid Pegasus and the
		  Pulsar Search},
  Institution	= {GriPhyN},
  Number	= {Technical Report 2003-15},
  Year		= {2003}
}

@article {Catlett2003_bl,
	title = {Grid Applications and Programming Tools},
	volume = {1},
	year = {2003},
	pages = {409{\textendash}411},
	publisher = {Springer},
	author = {Catlett, Charlie and N{\'e}meth, Formalisms Zsolt and Sunderam, Vaidy and Ewa Deelman and James Blythe and Yolanda Gil and Carl Kesselman and Gaurang Mehta and Karan Vahi and Kent Blackburn and others}
}

@InProceedings{	  deelman2003nvo,
  Author	= {Ewa Deelman and Raymond Plante and Carl Kesselman and
		  Gurmeet Singh and Mei-Hui Su and Gretchen Greene and Robert
		  Hanisch and Niall Gaffney and Antonio Volpicelli and James
		  Annis and Vijay Sekhri and Tamas Budavari and Maria
		  Nieto-Santisteban and William O'Mullane and David Bohlender
		  and Tom McGlynn and Arnold Rots and Olga Pevunova},
  URL		= {http://pegasus.isi.edu/publications/ewa/galmorph_sc03.pdf},
  Title		= {Grid-Based Galaxy Morphology Analysis for the National
		  Virtual Observatory},
  BookTitle	= {Supercomputing 2003},
  Year		= {2003}
}

@inproceedings{Ro2003,
	author= {Ro, Wonwoo and Gaudiot, Jean-Luc and Crago, Stephen P. and Despain, Alvin M.},
	title= {HiDISC: a decoupled architecture for data-intensive applications},
	booktitle= {International Parallel and Distributed Processing Symposium},
	month= {April},
	year= {2003}
}

@TechReport{Hussain03c,
	author = 	"Alefiya Hussain and John Heidemann and Christos Papadopoulos",
	title = 	"Identification of Repeated DoS Attacks using
                         Network Traffic Forensics",
	institution = 	"USC/Information Sciences Institute",
	year = 		2003,
	sortdate = 		"2003-08-01", 
	project = "ant, nocredit, saman, conser, cossack",
	jsubject = "network_security",
	number =	"ISI-TR-2003-577b",
	note = "Originally released August 2003, updated June 2004",
	month =		aug,
	jlocation =	"johnh: folder: xxx",
	jlocation =	"johnh: pafile",
	keywords =	"network forensics, network traffic
                         fingerprinting, spectral analysis, DDoS",
	otherurl =	"https://ant.isi.edu/%7ehussain/pubs/Hussain03c.pdf",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Hussain03c.html",
	pdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Hussain03c.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "authors",
	abstract = "
Denial-of-service attacks on the Internet today are often launched
from zombies, multiple compromised machines controlled by an
attacker. Attackers often take control of a number of zombies and then
repeatedly use this army to attack a target several times, or to
attack several targets. In this paper, we propose a method to identify
repeated attack scenarios, that is, the combination of a particular
set of hosts and attack tool. Such identification would help a victim
coordinate response to an attack, and ideally would be a useful part
of legal actions. Because packet contents can be forged by the
attacker, we identify an attack scenario by spectral analysis of the
arrival stream of attack traffic. The attack spectrum is derived from
the characteristics of the attack machines and can therefore be
obscured only by reducing attack effectiveness. We designed a
multi-dimensional maximum-likelihood classifier to identify repeated
attack scenarios. To validate this procedure we apply our approach on
real-world attacks captured at a regional ISP, identifying similar
attacks first by header contents (when possible) and comparing these
results to our process. We conduct controlled experiments to identify
and isolate factors that affect the attack fingerprint.
",
}

Denial-of-service attacks on the Internet today are often launched from zombies, multiple compromised machines controlled by an attacker. Attackers often take control of a number of zombies and then repeatedly use this army to attack a target several times, or to attack several targets. In this paper, we propose a method to identify repeated attack scenarios, that is, the combination of a particular set of hosts and attack tool. Such identification would help a victim coordinate response to an attack, and ideally would be a useful part of legal actions. Because packet contents can be forged by the attacker, we identify an attack scenario by spectral analysis of the arrival stream of attack traffic. The attack spectrum is derived from the characteristics of the attack machines and can therefore be obscured only by reducing attack effectiveness. We designed a multi-dimensional maximum-likelihood classifier to identify repeated attack scenarios. To validate this procedure we apply our approach on real-world attacks captured at a regional ISP, identifying similar attacks first by header contents (when possible) and comparing these results to our process. We conduct controlled experiments to identify and isolate factors that affect the attack fingerprint.

@inproceedings{proc_sethy:malachproject:asru03,
 address = {St. Thomas, U.S. Virgin Islands},
 author = {Sethy, Abhinav and Ramabhadran, Bhuvana and Narayanan, Shrikanth S.},
 bib2html_rescat = {},
 booktitle = {Proceedings of the IEEE workshop on Automatic Speech Recognition and Understanding (ASRU)},
 doi = {https://doi.org/10.1109/asru.2003.1318416},
 link = {http://sail.usc.edu/publications/files/SethyASRU2003.pdf},
 month = {Dec},
 pages = {129-134},
 title = {Improvements in English ASR for the Malach project using syllable-centric models},
 year = {2003}
}

@article{youssef_instance-based_2003,
	title = {Instance-based Networking: A Communication Paradigm for Mobile Applications},
	volume = {7},
	rights = {All rights reserved},
	issn = {1559-1662},
	url = {http://doi.acm.org/10.1145/965732.965748},
	doi = {10.1145/965732.965748},
	shorttitle = {Instance-based Networking},
	abstract = {In this work we consider the design principles of the Instance-Based Network ({IBN}), an extended version of a generic Content-Based Network ({CBN}). {IBN} acts as an overlay communication platform over which end-point entities, called contents, communicate independently from their physical locations while providing the flexibility of having different instances of the same content. The semantics of different instances are assigned by the application using the {IBN}. Routing in the {IBN} is instance-based; the {IBN} can route a message to a specific content instance or to the closest instance, if no exact match is found for the destination content instance.},
	pages = {66--67},
	number = {4},
	journaltitle = {{SIGMOBILE} Mob. Comput. Commun. Rev.},
	author = {Youssef, Moustafa and Elsayed, Tamer and Hussein, Mohamed and Nadeem, Tamer and Youssef, Adel and Iftode, Liviu},
	urldate = {2019-05-01},
	date = {2003-10},
	year = {2003},
	file = {ACM Full Text PDF:C\:\\Users\\Mohamed Hussein\\Zotero\\storage\\3VA4JZDP\\Youssef et al. - 2003 - Instance-based Networking A Communication Paradig.pdf:application/pdf}
}

In this work we consider the design principles of the Instance-Based Network (IBN), an extended version of a generic Content-Based Network (CBN). IBN acts as an overlay communication platform over which end-point entities, called contents, communicate independently from their physical locations while providing the flexibility of having different instances of the same content. The semantics of different instances are assigned by the application using the IBN. Routing in the IBN is instance-based; the IBN can route a message to a specific content instance or to the closest instance, if no exact match is found for the destination content instance.

@inproceedings{DBLP:conf/dagstuhl/Gil03,
  author       = {Yolanda Gil},
  editor       = {Dieter Fensel and
                  James A. Hendler and
                  Henry Lieberman and
                  Wolfgang Wahlster},
  title        = {Knowledge Mobility: Semantics for the Web as a White Knight for Knowledge-Based
                  Systems},
  booktitle    = {Spinning the Semantic Web: Bringing the World Wide Web to Its Full
                  Potential [outcome of a Dagstuhl seminar]},
  pages        = {253--278},
  publisher    = {{MIT} Press},
  year         = {2003},
  timestamp    = {Thu, 27 Mar 2003 11:07:45 +0100},
  biburl       = {https://dblp.org/rec/conf/dagstuhl/Gil03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{proc_naveen:persianspeechreco:eurospeech03,
 address = {Geneva, Switzerland},
 author = {Srinivasamurthy, Naveen and Narayanan, Shrikanth S.},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/srinivasamurthyinterspeech2003[1].pdf},
 month = {Sep},
 title = {Language-adaptive Persian speech recognition},
 year = {2003}
}

@inproceedings{sharifzadeh03:ng2i,
  author = "Mehdi Sharifzadeh and Cyrus Shahabi and Craig A. Knoblock",
  title = "Learning Approximate Thematic Maps from Labeled Geospatial Data",
  booktitle = "Proceedings of the International Workshop on Next Generation Geospatial Information",
  address = "Cambridge, MA",
  year = "2003",
  urlPaper= "http://usc-isi-i2.github.io/papers/sharifzadeh05-ng2i.pdf",
  Keywords = {"Learning Thematic Maps","Geospatial Integration"}
}

@inproceedings{barish03:ijcai,
  author = "Greg Barish and Craig A. Knoblock",
  title = "Learning Value Predictors for the Speculative Execution of Information Gathering Plans",
  booktitle = "Proceedings of the 18th International Joint Conference on Artificial Intelligence (IJCAI-2003)",
  address = "Acapulco, Mexico",
  year = "2003",
  urlPaper= "http://usc-isi-i2.github.io/papers/barish03-ijcai.pdf",
  Keywords = {"Streaming Dataflow"}
}

@inproceedings{DBLP:conf/iros/LermanG03,
  author       = {Kristina Lerman and
                  Aram Galstyan},
  title        = {Macroscopic analysis of adaptive task allocation in robots},
  booktitle    = {2003 {IEEE/RSJ} International Conference on Intelligent Robots and
                  Systems, Las Vegas, Nevada, USA, October 27 - November 1, 2003},
  pages        = {1951--1956},
  publisher    = {{IEEE}},
  year         = {2003},
  url          = {https://doi.org/10.1109/IROS.2003.1248930},
  doi          = {10.1109/IROS.2003.1248930},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/iros/LermanG03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@Article{	  deelman2003mapping,
  Author	= {Ewa Deelman and James Blythe and Yolanda Gil and Carl
		  Kesselman and Gaurang Mehta and Karan Vahi and Kent
		  Blackburn and Albert Lazzarini and Adam Arbree and Richard
		  Cavanaugh and Scott Koranda},
  URL		= {http://pegasus.isi.edu/publications/ewa/jogc.pdf},
  Title		= {Mapping Abstract Complex Workflows onto Grid
		  Environments},
  Journal	= {Journal of Grid Computing},
  Volume	= {1},
  Number	= {1},
  Pages		= {25-39},
  Year		= {2003}
}

@article{ deelman-etal-jogc03,
 title = {Mapping Abstract Workflows onto Grid Environments},
 author = {Ewa Deelman and Jim Blythe and Yolanda Gil and Carl Kesselman and Gaurang Mehta and Karan Vahi and Kent Blackburn and Albert Lazzarini and Adam Arbree and Richard Cavanaugh and Scott Koranda},
 journal = {Journal of Grid Computing}, 
 volume = {1},
 number = {1},
 year = {2003},
 url = {https://knowledgecaptureanddiscovery.github.io/yolanda_gil_website/papers/deelman-etal-jogc03.pdf }
 }

@inproceedings{DBLP:conf/sensys/HeidemannSE03,
  author       = {John S. Heidemann and
                  Fabio Silva and
                  Deborah Estrin},
  editor       = {Ian F. Akyildiz and
                  Deborah Estrin and
                  David E. Culler and
                  Mani B. Srivastava},
  title        = {Matching data dissemination algorithms to application requirements},
  booktitle    = {Proceedings of the 1st International Conference on Embedded Networked
                  Sensor Systems, SenSys 2003, Los Angeles, California, USA, November
                  5-7, 2003},
  pages        = {218--229},
  publisher    = {{ACM}},
  year         = {2003},
  url          = {https://doi.org/10.1145/958491.958517},
  doi          = {10.1145/958491.958517},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sensys/HeidemannSE03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@TechReport{Ye03c,
	author = 	"Wei Ye and John Heidemann",
	title = 	"Medium Access Control in Wireless Sensor Networks",
	institution = 	"USC/Information Sciences Institute",
	year = 		2003,
	sortdate = "2003-10-01",
	project = "ilense, macss, scadds",
	jsubject = "sensornet_subtransport",
	number =	"ISI-TR-2003-580",
	month =		oct,
	note = "To appear as a chapter in \emph{Wireless Sensor
                         Networks}, Taieb Znati, Krishna M. Sivalingam
                         and Cauligi Raghavendra (eds.), Kluwer
                         Academic Publishers",
	location =	"johnh: folder: xxx",
	location =	"johnh: pafile",
	keywords =	"MAC survey paper, book chapter",
	otherurl = "http://www.isi.edu/%7eweiye/pub/smac_tr580.pdf",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Ye03c.html",
	pdfurl =		"http://www.isi.edu/%7ejohnh/PAPERS/Ye03c.pdf",
	psurl =		"http://www.isi.edu/%7ejohnh/PAPERS/Ye03c.ps.gz",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "authors",
	abstract = "
This paper reviews medium access control (MAC), an enabling technology
in wireless sensor networks. MAC protocols control how sensors access
a shared radio channel to communicate with neighbors. Battery-powered
wireless sensor networks with many nearby nodes challenge traditional
MAC design. This paper discusses design trade-offs with an emphasis on
energy efficiency. It classifies existing MAC protocols and compares
their advantages and disadvantages in the context of sensor
networks. Finally, it presents S-MAC as an example of a MAC protocol
designed specifically for a sensor network, illustrating one
combination of design trade-offs.
",
}

This paper reviews medium access control (MAC), an enabling technology in wireless sensor networks. MAC protocols control how sensors access a shared radio channel to communicate with neighbors. Battery-powered wireless sensor networks with many nearby nodes challenge traditional MAC design. This paper discusses design trade-offs with an emphasis on energy efficiency. It classifies existing MAC protocols and compares their advantages and disadvantages in the context of sensor networks. Finally, it presents S-MAC as an example of a MAC protocol designed specifically for a sensor network, illustrating one combination of design trade-offs.

@Article{Ye03b,
	author = 	"Wei Ye and John Heidemann and Deborah Estrin",
	title = 	"Medium Access Control with Coordinated, Adaptive Sleeping for Wireless Sensor Networks",
	journal = 	"ACM/IEEE Transactions on Networking",
	year = 		2003,
	sortdate = "2003-01-01",
	project = "ilense, macss, scowr, scadds",
	jsubject = "chronological",
	note =		"accepted to appear IEEE/ACM Transactions on
                         Networking; draft available as ISI-TR-567",
	location =	"johnh: folder: xxx",
	location =	"johnh: pafile",
	keywords =	"s-mac, adaptive sleep",
}

@TechReport{	  singh2003nvo,
  Author	= {Gurmeet Singh and Ewa Deelman},
  URL		= {http://pegasus.isi.edu/publications/ewa/montage_pegasus.pdf},
  Title		= {Montage on the Grid},
  Institution	= {NVO},
  Number	= {Technical Report},
  Month		= {April},
  Year		= {2003}
}

@InProceedings{	  berriman2003montage,
  Author	= {G. Bruce Berriman and John C. Good and Anastasia C. Laity
		  and A. Bergou and Joseph C. Jacob and Daniel S. Katz and
		  Ewa Deelman and Carl Kesselman and Gurmeet Singh and
		  Mei-Hui Su and Roy Williams},
  URL		= {http://pegasus.isi.edu/publications/ewa/adass_03.pdf},
  Title		= {Montage: A Grid Enabled Image Mosaic Service for the
		  National Virtual Observatory},
  BookTitle	= {ADASS XIII},
  Year		= {2003}
}

@incollection{bookch_li:movieanalysis:videomining03,
 author = {Li, Ying and Narayanan, Shrikanth S. and Kuo, C.-C. Jay},
 bib2html_rescat = {mica},
 booktitle = {Video Mining},
 chapter = {1},
 doi = {https://doi.org/10.1007/978-1-4757-6928-9_5},
 editor = {Rosenfeld, A. and Doermann, D. and Dementhon, D.},
 link = {http://sail.usc.edu/publications/files/LiVideoMining2003.pdf},
 pages = {1-33},
 publisher = {Kluwer Academic},
 title = {Movie content analysis, indexing and skimming via multimodal information},
 year = {2003}
}

@Article{	  williams2003image,
  Author	= {Roy Williams and G. Bruce Berriman and Ewa Deelman and
		  John Good and Joseph C. Jacob and Carl Kesselman and Carol
		  Lonsdale and Seb Oliver and Thomas A. Prince},
  URL		= {http://pegasus.isi.edu/publications/ewa/montage_paper.pdf},
  Title		= {Multi-Wavelength Image Space: Another Grid-Enabled
		  Science},
  Journal	= {Journal of Concurrency and Computation: Practice and
		  Experience},
  Month		= {March},
  Year		= {2003}
}

@inproceedings{proc_shih:hummingtranscription:icassp03,
 address = {Hong Kong},
 author = {Shih, Hsuan-Huei and Narayanan, Shrikanth S. and Kuo, C.-C. Jay},
 booktitle = {Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
 doi = {10.1109/ICME.2003.1220854},
 link = {http://sail.usc.edu/publications/files/ShihICASSP2003.pdf},
 month = {Apr},
 pages = {385-388},
 title = {Multidimensional humming transcription using a statistical approach for query by humming systems},
 year = {2003}
}

@proceedings{DBLP:conf/ndqa/2003,
  editor    = {Mark T. Maybury},
  title     = {New Directions in Question Answering, Papers from 2003 AAAI
               Spring Symposium, Stanford University, Stanford, CA, USA},
  booktitle = {New Directions in Question Answering},
  publisher = {AAAI Press},
  year      = {2003},
  isbn      = {1-57735-184-3},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}

@InProceedings{Dutta03a,
	author = "Debojyoti Dutta and Ashish Goel and John Heidemann",
	title = "Oblivious {AQM} and {Nash} Equilibria",
	booktitle = 	"Proceedings of the " # " IEEE Infocom",
	year = 		2003,
	sortdate = "2003-03-01",
	project = "ant, saman",
	jsubject = "networking",
	publisher =	"IEEE",
	address =	"San Francisco, California, USA",
	month =		mar,
	pages =		"106--113",
	jlocation =	"johnh: folder: xxx",
	jlocation =	"johnh: pafile",
	keywords =	"router buffer strategies, nash equilibria",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Dutta03a.html",
	pdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Dutta03a.pdf",
	otherurl = 	"https://ant.isi.edu/%7eddutta/infocom03.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "IEEE",
	copyrightterms = "	Personal use of this material is permitted.  However, 	permission to reprint/republish this material for advertising 	or promotional purposes or for creating new collective works         for resale or redistribution to servers or lists, 	or to reuse any copyrighted component of this work in other works 	must be obtained from the IEEE. ",
	abstract = "
An oblivious Active Queue Management scheme is one which does not
differentiate between packets belonging to different flows. In this
paper, we study the existence and the quality of Nash equilibria
imposed by oblivious AQM schemes on selfish agents. Oblivious AQM
schemes are of obvious importance because of the ease of
implementation and deployment, and Nash equilibrium offers valuable
clues into network performance under non-cooperative user
behavior. Specifically, we ask the following three questions:  1) Do
there exist oblivious AQM schemes that impose Nash equilibria on
selfish agents?  2) Are the imposed equilibria, if they exist,
efficient in terms of the goodput obtained and the drop probability
experienced at the equilibrium?  3) How easy is it for selfish users
to reach the Nash equilib- rium state?  We assume that the traffic
sources are Poisson but the users can control the average rate. We
show that drop-tail and RED do not impose Nash equilibria. We modify
RED slightly to obtain an oblivious scheme, VLRED, that imposes a Nash
equilibrium, but is not efficient. We then present another AQM policy,
EN- AQM, that can impose an efficient Nash equilibrium. Finally, we
show that for any oblivious AQM, the Nash equilibrium imposed on
selfish agents is highly sensitive as the number of agents increases,
thus making it hard for the users to converge to the Nash equilibrium,
and motivating the need for equilibria- aware protocols.
",
}

An oblivious Active Queue Management scheme is one which does not differentiate between packets belonging to different flows. In this paper, we study the existence and the quality of Nash equilibria imposed by oblivious AQM schemes on selfish agents. Oblivious AQM schemes are of obvious importance because of the ease of implementation and deployment, and Nash equilibrium offers valuable clues into network performance under non-cooperative user behavior. Specifically, we ask the following three questions: 1) Do there exist oblivious AQM schemes that impose Nash equilibria on selfish agents? 2) Are the imposed equilibria, if they exist, efficient in terms of the goodput obtained and the drop probability experienced at the equilibrium? 3) How easy is it for selfish users to reach the Nash equilib- rium state? We assume that the traffic sources are Poisson but the users can control the average rate. We show that drop-tail and RED do not impose Nash equilibria. We modify RED slightly to obtain an oblivious scheme, VLRED, that imposes a Nash equilibrium, but is not efficient. We then present another AQM policy, EN- AQM, that can impose an efficient Nash equilibrium. Finally, we show that for any oblivious AQM, the Nash equilibrium imposed on selfish agents is highly sensitive as the number of agents increases, thus making it hard for the users to converge to the Nash equilibrium, and motivating the need for equilibria- aware protocols.

@TechReport{Lan03c,
	author = 	"Kun-chan Lan and John Heidemann",
	title = 	"On the correlation of Internet flow characteristics",
	institution = 	"USC/Information Sciences Institute",
	year = 		2003,
	sortdate = 		"2003-07-01",
	project = "ant, nocredit, saman",
	jsubject = "chronological",
	number =	"ISI-TR-574",
	month =		jul,
	jlocation =	"johnh: folder: xxx",
	jlocation =	"johnh: pafile",
	keywords =	"Internet traffic, elephant, tortise, cheetah,
                         porcupine",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Lan03c.html",
	pdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Lan03c.pdf",
	myorganization =	"USC/Information Sciences Institute",
	abstract = "
Previous studies of Internet traffic have shown that a very small
percentage of flows consume most of the network bandwidth. It is
important to understand the characteristics of such flows for traffic
monitoring and modeling purposes.  Several prior researchers have
characterized such flows using different classification schemes: by
size as elephant and mice; by duration as tortoise and dragonfly; and
by burstiness as alpha and beta traffic. However, it is not clear
how these different definitions of flows are related to each other. In
our work, we study these ``heavy-hitter'' flows in four orthogonal
dimensions, namely size, duration, rate and burstiness, and examine
how they are correlated. This paper makes three contributions: First,
we systematically characterize prior definitions for the properties
of such heavy-hitter traffic. Second, we show that there are strong
correlations between some combinations of size, rate and
burstiness. Finally, we show that these correlations can be
explained by transport and application-level protocol mechanisms.
",
}

Previous studies of Internet traffic have shown that a very small percentage of flows consume most of the network bandwidth. It is important to understand the characteristics of such flows for traffic monitoring and modeling purposes. Several prior researchers have characterized such flows using different classification schemes: by size as elephant and mice; by duration as tortoise and dragonfly; and by burstiness as alpha and beta traffic. However, it is not clear how these different definitions of flows are related to each other. In our work, we study these ``heavy-hitter'' flows in four orthogonal dimensions, namely size, duration, rate and burstiness, and examine how they are correlated. This paper makes three contributions: First, we systematically characterize prior definitions for the properties of such heavy-hitter traffic. Second, we show that there are strong correlations between some combinations of size, rate and burstiness. Finally, we show that these correlations can be explained by transport and application-level protocol mechanisms.

@incollection{goos_ontology-based_2003,
	address = {Berlin, Heidelberg},
	title = {Ontology-{Based} {Resource} {Matching} in the {Grid} – {The} {Grid} {Meets} the {Semantic} {Web}},
	volume = {2870},
	isbn = {978-3-540-20362-9 978-3-540-39718-2},
	url = {http://link.springer.com/10.1007/978-3-540-39718-2_45},
	urldate = {2022-02-12},
	booktitle = {The {Semantic} {Web} - {ISWC} 2003},
	publisher = {Springer Berlin Heidelberg},
	author = {Tangmunarunkit, Hongsuda and Decker, Stefan and Kesselman, Carl},
	editor = {Goos, Gerhard and Hartmanis, Juris and van Leeuwen, Jan and Fensel, Dieter and Sycara, Katia and Mylopoulos, John},
	year = {2003},
	doi = {10.1007/978-3-540-39718-2_45},
	note = {Series Title: Lecture Notes in Computer Science},
	pages = {706--721},
}

@TechReport{	  deelman2003architecture,
  Author	= {Ewa Deelman and Ian Foster and Carl Kesselman and Reagan
		  Moore and Sanjay Ranka},
  URL		= {http://pegasus.isi.edu/publications/architecture.pdf},
  Title		= {Overall Architecture and Control Flow},
  Institution	= {GriPhyN},
  Number	= {Technical Report 2004-24},
  Year		= {2003}
}

@InProceedings{	  deelman2003pulsar,
  Author	= {Ewa Deelman and James Blythe and Yolanda Gil and Carl
		  Kesselman and Scott Koranda and Albert Lazzarini and
		  Gaurang Mehta and Maria Alessandra Papa and Karan Vahi},
  URL		= {http://pegasus.isi.edu/publications/ewa/agw_ppam2003.pdf},
  Title		= {Pegasus and the Pulsar Search: From Metadata to Execution
		  on the Grid},
  BookTitle	= {Applications Grid Workshop, PPAM 2003},
  Year		= {2003}
}

@inproceedings{blythe2003workshop,
	title = {Planning for workflow construction and maintenance on the Grid},
	booktitle = {2003 ICAPS Workshop on Planning for Web Services},
	year = {2003},
	url = {http://pegasus.isi.edu/publications/ewa/icaps_workshop.pdf},
	author = {Blythe, Jim and Ewa Deelman and Yolanda Gil}
}

@Article{Chen03a,
	author = 	"Xuan Chen and John Heidemann",
	title = 	"Preferential Treatment for Short Flows to Reduce Web Latency",
	journal = 	"Computer Networks",
	year = 		2003,
	sortdate = 		"2003-04-01",
	project = "ant, saman, conser",
	jsubject =  "www",
	volume =	41,
	number =	6,
	month =		apr,
	pages =		"779--794",
	jlocation =	"johnh: folder: xxx",
	jlocation =	"johnh: pafile",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Chen03a.html",
	externalurl =		"http://www.sciencedirect.com/science?_ob=ArticleURL&_udi=B6VRG-47DM0WC-2&_user=10&_handle=W-WA-A-A-AW-MsSAYVA-UUA-AUVYCWUCYY-ZZACDVYAA-AW-U&_fmt=summary&_coverDate=04%2F22%2F2003&_rdoc=7&_orig=browse&_srch=%23toc%236234%232003%23999589993%23398718!&_cdi=6234&view=c&_acct=C000050221&_version=1&_urlVersion=0&_userid=10&md5=6c7e742608f9849149ede82b9c6eead9",
	privatepdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Chen03a.pdf",
	availability = {
Copies for personal use can be obtained by an <a href="mailto:[email protected]">e-mail request to the authors</a>
or by contacting <a href="http://www.sciencedirect.com/">Elsiver</a>.
If you are unable to do either of those, an earlier draft of the paper
is available as a <a href="https://ant.isi.edu/%7ejohnh/PAPERS/Chen01c.html>USC technical report</a>.
},
	copyrightholder = "Elsevier Science Publishing Co., Inc.",
	copyrightterms = 	"Single photocopies of single articles 	may be made for personal use as allowed by national copyright 	laws. Permission of the Publisher and payment of a fee is required for 	all other photocopying, including multiple or systematic copying, 	copying for advertising or promotional purposes, resale, and all forms 	of document delivery. Special rates are available for educational 	institutions that wish to make photocopies for non-profit educational 	classroom use. Permissions may be sought directly from:  Elsevier 	Global Rights Department / P.O. Box 800 / Oxford OX5 1DX, UK / 	phone: (+44) 1865 843830 / 	fax: (+44) 1865 853333 / 	e-mail: [email protected] ",
	myorganization =	"USC/Information Sciences Institute",
	abstract = "
In this paper, we propose SFD algorithm to reduce the user-perceived
web response time (i.e. web latency). This algorithm gives short flows
preferential treatment and penalizes long flows. We implement SFD
algorithm as a simple differentiated services policy and evaluate its
performance in simulation. We find that the transmission latency of
short flows and the response time to retrieve representative web pages
are both reduced by about 30\%. Using web traces we demonstrate that
99\% web pages would be transferred faster. SFD also bounds the
penalty to long flows. We further evaluate how different schemes
trade-off the performance between short and long flows.
",
}

In this paper, we propose SFD algorithm to reduce the user-perceived web response time (i.e. web latency). This algorithm gives short flows preferential treatment and penalizes long flows. We implement SFD algorithm as a simple differentiated services policy and evaluate its performance in simulation. We find that the transmission latency of short flows and the response time to retrieve representative web pages are both reduced by about 30%. Using web traces we demonstrate that 99% web pages would be transferred faster. SFD also bounds the penalty to long flows. We further evaluate how different schemes trade-off the performance between short and long flows.

@TechReport{Rajgarhia03a,
	author = 	"Abhishek Rajgarhia and Fred Stann and John Heidemann",
	title = 	"Privacy-Sensitive Monitoring With a Mix of
                         {IR} Sensors and Cameras (Sensys demo)",
	institution = 	"USC/Information Sciences Institute",
	year = 		2003,
	sortdate = "2003-11-01",
	project = "ilense, saman, macss",
	jsubject = "sensornet_general",
	number =	"ISI-TR-2003-582",
	month =		nov,
	note = "Demonstration given at ACM Sensys 2003.",
	location =	"johnh: folder: xxx",
	location =	"johnh: pafile",
	keywords =	"sensor nets, privacy",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "authors",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Rajgarhia03a.html",
	pdfurl =	       "http://www.isi.edu/%7ejohnh/PAPERS/Rajgarhia03a.pdf",
	abstract = "
This technical report describes
a demonstration of monitoring using a mix of passive infra-red sensors
and cameras given at SenSys 2003.
",
}

This technical report describes a demonstration of monitoring using a mix of passive infra-red sensors and cameras given at SenSys 2003.

@inproceedings {kim-gil-aied03, 
  title = {Proactive Acquisition from Tutoring and Learning Principles},
  author = {Jihie Kim and Yolanda Gil},
  year = "2003",
  booktitle = "Proceedings of the Eleventh International Conference on Artificial Intelligence in Education (AI-ED)",
  address = "Sydney, Australia",
  url = {https://knowledgecaptureanddiscovery.github.io/yolanda_gil_website/papers/kim-gil-aied03.pdf }
}

@inproceedings{ghandeharizadeh03:icws,
     author = "Shahram Ghandeharizadeh and Craig A. Knoblock and Christos Papadopoulos and Cyrus Shahabi and Esam Alwagait and Jos\'{e} Luis Ambite and Min Cai and Ching-Chien Chen and Parikshit Pol and Rolfe Schmidt and Saihong Song and Snehal Thakkar and Runfang Zhou",  
     title = "Proteus: A System for Dynamically Composing and Intelligently Executing Web Services",
     booktitle = "Proceedings of the First International Conference on Web Services (ICWS)", 
     address ="Las Vegas, NV", 
     month = "June",
     year = 2003,
     urlPaper= "http://usc-isi-i2.github.io/papers/ghandeharizadeh03-icws.pdf",
     Keywords = {"Composing Web Services","Data Integration"}} 

@InProceedings{Stann03a,
	author = 	"Fred Stann and John Heidemann",
	title = 	"RMST: Reliable Data Transport in Sensor Networks",
	booktitle = 	"Proceedings of the " # "First" # " International Workshop on Sensor Net Protocols and Applications ",
	year = 		2003,
	sortdate = "2003-04-01",
	project = "ilense, scadds",
	jsubject = "sensornet_data_dissemination",
	publisher =	"IEEE",
	address =	"Anchorage, Alaska, USA",
	month =		apr,
	pages =		"102--112",
	location =	"johnh: folder: xxx",
	location =	"johnh: pafile",
	brag = "99th most cited paper in CS for 2003 according to CiteSeer (as of Feb. 2005)",
	keywords =	"sensor networks, reliable transport layer,
                         RMST, PDSQ",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Stann03a.html",
	pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Stann03a.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "IEEE",
	copyrightterms = "	Personal use of this material is permitted.  However, 	permission to reprint/republish this material for advertising 	or promotional purposes or for creating new collective works         for resale or redistribution to servers or lists, 	or to reuse any copyrighted component of this work in other works 	must be obtained from the IEEE. ",
	abstract = "
Reliable data transport in wireless sensor networks is a multifaceted
problem influenced by the physical, MAC, network, and transport
layers. Because sensor networks are subject to strict resource
constraints and are deployed by single organizations, they encourage
revisiting traditional layering and are less bound by standardized
placement of services such as reliability. This paper presents
analysis and experiments resulting in specific recommendations for
implementing reliable data transport in sensor nets. To explore
reliability at the transport layer, we present RMST (Reliable Multi-
Segment Transport), a new transport layer for Directed Diffusion. RMST
provides guaranteed delivery and fragmentation/reassembly for
applications that require them.  RMST is a selective NACK-based
protocol that can be configured for in-network caching and repair.
",
}

%	title = 	"{BARD}: Bayesian-Assisted Resource Discovery In Sensor Networks",

Reliable data transport in wireless sensor networks is a multifaceted problem influenced by the physical, MAC, network, and transport layers. Because sensor networks are subject to strict resource constraints and are deployed by single organizations, they encourage revisiting traditional layering and are less bound by standardized placement of services such as reliability. This paper presents analysis and experiments resulting in specific recommendations for implementing reliable data transport in sensor nets. To explore reliability at the transport layer, we present RMST (Reliable Multi- Segment Transport), a new transport layer for Directed Diffusion. RMST provides guaranteed delivery and fragmentation/reassembly for applications that require them. RMST is a selective NACK-based protocol that can be configured for in-network caching and repair.

@inproceedings{DBLP:conf/atal/GalstyanKL03,
  author       = {Aram Galstyan and
                  Shashikiran Kolar and
                  Kristina Lerman},
  title        = {Resource allocation games with changing resource capacities},
  booktitle    = {The Second International Joint Conference on Autonomous Agents {\&}
                  Multiagent Systems, {AAMAS} 2003, July 14-18, 2003, Melbourne, Victoria,
                  Australia, Proceedings},
  pages        = {145--152},
  publisher    = {{ACM}},
  year         = {2003},
  url          = {https://doi.org/10.1145/860575.860599},
  doi          = {10.1145/860575.860599},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/GalstyanKL03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{Sharapov2003,
	author= {I. Sharapov and G. Lauterbach and S. Crago},
	title= {Robust Highly-Connected Direct Interconnection Network Topologies},
	booktitle= {International Conference on Parallel and Distributed Processing Techniques and Applications},
	month= {June},
	year= {2003}
}

@article{Potamianos2003Robustrecognitionofchildrens,
 author = {Potamianos, Alexandros and Narayanan, Shrikanth S.},
 bib2html_rescat = {},
 doi = {10.1109/TSA.2003.818026},
 journal = {IEEE Transactions on Speech and Audio Processing},
 link = {http://sail.usc.edu/publications/files/potamianossap2003.pdf},
 month = {Nov},
 number = {6},
 pages = {603-616},
 title = {Robust recognition of childrens speech},
 volume = {11},
 year = {2003}
}

@inproceedings{mirkovic2003source,
  title={Source-end DDoS defense},
  author={Mirkovic, Jelena and Prier, Gregory and Reiher, Peter},
  booktitle={Second IEEE International Symposium on Network Computing and Applications, 2003. NCA 2003.},
  pages={171--178},
  year={2003},
  organization={IEEE}
}

@PhDThesis{barish03:thesis,
   Author = "Greg Barish",
   Title = "Speculative Plan Execution for Information Agents",
   School = "Department of Computer Science, University of Southern California",
   Year = "2003",
    Keywords = {"Information Agents"}}

@inproceedings{proc_sethy:hierarchicalspeechreco:icassp03,
 address = {Hong Kong},
 author = {Sethy, Abhinav and Narayanan, Shrikanth S.},
 bib2html_rescat = {rats},
 booktitle = {Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
 doi = {10.1109/ICASSP.2003.1198895},
 link = {http://sail.usc.edu/publications/files/SethyICASSP2003.pdf},
 month = {Apr},
 pages = {772-775},
 title = {Split-lexicon based hierarchical recognition of speech using syllable and word level acoustic units},
 year = {2003}
}

@inproceedings{DBLP:conf/icra/RahimiSSHE03,
  author       = {Mohammad H. Rahimi and
                  Hardik Shah and
                  Gaurav S. Sukhatme and
                  John S. Heidemann and
                  Deborah Estrin},
  title        = {Studying the Feasibility of Energy Harvesting in a Mobile Sensor Network},
  booktitle    = {Proceedings of the 2003 {IEEE} International Conference on Robotics
                  and Automation, {ICRA} 2003, September 14-19, 2003, Taipei, Taiwan},
  pages        = {19--24},
  publisher    = {{IEEE}},
  year         = {2003},
  url          = {https://doi.org/10.1109/ROBOT.2003.1241567},
  doi          = {10.1109/ROBOT.2003.1241567},
  timestamp    = {Mon, 22 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/RahimiSSHE03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{979873,
 author = {Jonathan May and Ada Brunstein and Prem Natarajan and Ralph Weischedel},
 title = {Surprise! What's in a Cebuano or Hindi Name?},
 journal = {ACM Transactions on Asian Language Information Processing (TALIP)},
 volume = {2},
 number = {3},
 year = {2003},
 issn = {1530-0226},
 pages = {169--180},
 doi = {http://doi.acm.org/10.1145/979872.979873},
 publisher = {ACM Press},
 address = {New York, NY, USA},
 }

@inproceedings{Crago2003,
	author= {Crago, Stephen P. and Suh, Jinwoo and C. Chen and Kang, Dong-In and Kim, Eun-Gyu},
	title= {System Architecture Issues for Polymorphous Computing},
	booktitle= {28th Annual GOMACTech Conference},
	month= {April},
	year= {2003}
}

@inproceedings {chklovski-etal-iswc03, 
  title = {TRELLIS: Supporting Decision Making via Argumentation in the Semantic Web},
  author = {Timothy Chklovski and Yolanda Gil and Varun Ratnakar and John Lee},
  year = "2003",
  booktitle = {Proceedings of Second International Semantic Web Conference (ISWC)},
  address = "Sanibel Island, FL"
}

@inproceedings{graebener_road_2003,
	address = {Orlando, Florida},
	title = {The {Road} to {Successful} {Joint} {Experimentation} {Starts} at the {Data} {Collection} {Trail}},
	booktitle = {Interservice/{Industry} {Training}, {Simulation}, and {Education} {Conference} ({I}/{ITSEC}) 2003},
	author = {Graebener, Robert J. and Rafuse, Gregory and Miller, Robert and Yao, Ke-Thia},
	month = dec,
	year = {2003},
}

@InProceedings{	  blythe2003planning,
  Author	= {Jim Blythe and Ewa Deelman and Yolanda Gil and Carl
		  Kesselman and Amit Agarwal and Gaurang Mehta and Karan
		  Vahi},
  URL		= {http://pegasus.isi.edu/publications/ewa/icaps03.pdf},
  Title		= {The Role of Planning in Grid Computing},
  BookTitle	= {ICAPS},
  Year		= {2003}
}

@InProceedings{Chang03a,
	author = "Di-Fa Chang and Ramesh Govindan and John Heidemann",
	title = 	"The Temporal and Topological Characteristics of BGP Path Changes",
	booktitle = 	"Proceedings of the " # " International Conference on Network Protocols",
	year = 		2003,
	sortdate = 		"2003-11-01", 
	project = "ant, saman, conser",
	jsubject = "routing",
	publisher =	"IEEE",
	address =	"Atlanta, Georga, USA",
	month =		nov,
	pages =		"190--199",
	jlocation =	"johnh: folder: xxx",
	jlocation =	"johnh: pafile",
	keywords =	"BGP",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Chang03a.html",
	psurl =		"https://ant.isi.edu/%7ejohnh/PAPERS/Chang03a.ps.gz",
	pdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Chang03a.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "ACM",
	copyrightterms = "	Personal use of this material is permitted.  However, 	permission to reprint/republish this material for advertising 	or promotional purposes or for creating new collective works         for resale or redistribution to servers or lists, 	or to reuse any copyrighted component of this work in other works 	must be obtained from the IEEE. ",
	abstract = "
BGP has been deployed in Internet for more than a decade. However,
the events that cause BGP topological changes are not well
understood. Although large traces of routing updates seen in BGP
operation are collected by RIPE RIS and University of Oregon
RouteViews, previous work examines this data set as individual routing
updates.  This paper describes methods that group routing updates into
events. Since one event (a policy change or peering failure) results
in many update messages, we cluster updates both temporally and
topologically (based on the path vector information). We propose a new
approach to analyzing the update traces, classifying the topological
impact of routing events, and approximating the distance to the the
Autonomous System originating the event. Our analysis provides some
insight into routing behavior: First, at least 45\% path changes are
caused by events on transit peerings. Second, a significant number
(23­37\%) of path changes are transient, in that routing updates
indicate temporary path changes, but they ultimately converge on a
path that is identical from the previously stable path. These
observations suggest that a content provider cannot guarantee
end-to-end routing stability based solely on its relationship with its
immediate ISP, and that better detection of transient changes may
improve routing stability.
",
}

BGP has been deployed in Internet for more than a decade. However, the events that cause BGP topological changes are not well understood. Although large traces of routing updates seen in BGP operation are collected by RIPE RIS and University of Oregon RouteViews, previous work examines this data set as individual routing updates. This paper describes methods that group routing updates into events. Since one event (a policy change or peering failure) results in many update messages, we cluster updates both temporally and topologically (based on the path vector information). We propose a new approach to analyzing the update traces, classifying the topological impact of routing events, and approximating the distance to the the Autonomous System originating the event. Our analysis provides some insight into routing behavior: First, at least 45% path changes are caused by events on transit peerings. Second, a significant number (23­37%) of path changes are transient, in that routing updates indicate temporary path changes, but they ultimately converge on a path that is identical from the previously stable path. These observations suggest that a content provider cannot guarantee end-to-end routing stability based solely on its relationship with its immediate ISP, and that better detection of transient changes may improve routing stability.

@InProceedings{Bugacov+al03,
  author =       "Alejandro Bugacov and Aram Galstyan  and Kristina Lerman",
  title =        "{Threshold Behavior in Boolean Network Model for SAT}",
  year =         "2003",
  month= "jun",
  booktitle =    "Proceedings of the International Conference on Artificial Intelligence ({IC-AI}-2003), Las Vegas, NV",
  pages =        "87--92",
  urlPaper={http://www.isi.edu/~lerman/papers/satbn.pdf},
  keywords =    {multi-agent-systems},
}

@article{2003JPhB...36.3325V,
	Adsnote = {Provided by the SAO/NASA Astrophysics Data System},
	Adsurl = {http://adsabs.harvard.edu/abs/2003JPhB...36.3325V},
	Author = {{Ver Steeg}, Greg~L. and {Bartschat}, K. and {Bray}, I.},
	Doi = {10.1088/0953-4075/36/15/313},
	Journal = {Journal of Physics B Atomic Molecular Physics},
	Month = aug,
	Pages = {3325-3336},
	Title = {{Time-dependent model calculations for a molecular hydrogen ion in a strong ultra-short laser pulse}},
	Volume = 36,
	Year = {2003},
	Bdsk-Url-1 = {http://dx.doi.org/10.1088/0953-4075/36/15/313}}

@inproceedings{etzioni03:kdd,
   Author = "Oren Etzioni and Craig A. Knoblock and Rattapoom Tuchinda and Alexander Yates",
   Title = "To Buy or Not to Buy: Mining Airline Fare Data to Minimize Ticket Purchase Price",
   Booktitle = "Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining",
   Year = 2003,
   urlPaper= "http://usc-isi-i2.github.io/papers/etzioni03-kdd.pdf",
   urlPresentation= "http://usc-isi-i2.github.io/slides/etzioni03-kdd-slides.pdf",
   urlData= "http://usc-isi-i2.github.io/data/Hamlet/dataset.zip",
    Keywords = {"Data Mining"}}

@TechReport{Xu03a,
	author = "Ya Xu and Solomon Bien and Yutaka Mori and
 John Heidemann and Deborah Estrin",
	title = "Topology Control Protocols to Conserve Energy in Wireless Ad Hoc Networks",
	note = 		"submitted for publication",
	institution = 	"University of California, Los Angeles, Center for Embedded Networked Computing",
	year = 		2003,
	sortdate = "2003-01-01",
	project = "ilense, cens, nocredit, scadds",
	jsubject = "sensornet_subtransport",
	number =	6,
	month =		jan,
	location =	"johnh: folder: xxx",
	location =	"johnh: pafile",
	keywords =	"GAF, CEC, AFECA, ad hoc routing, diffusion,
                         adaptive fideltiy",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Xu03a.html",
	psurl =		"http://www.isi.edu/%7ejohnh/PAPERS/Xu03a.ps.gz",
	pdfurl =		"http://www.isi.edu/%7ejohnh/PAPERS/Xu03a.pdf",
	organization =	"USC/Information Sciences Institute",
	abstract = "
In wireless ad hoc networks and sensor networks, energy use is in many
cases the most important constraint since it corresponds directly to
operational lifetime. This paper presents two topology control
protocols that extend the lifetime of dense ad hoc networks while
preserving connectivity, the ability for nodes to reach each
other. Our protocols conserve energy by identifying redundant nodes
and turning their radios off. Geographic Adaptive Fidelity (GAF)
identifies redundant nodes by their physical location and a
conservative estimate of radio range. Cluster-based Energy
Conservation (CEC) directly observes radio connectivity to determine
redundancy and so can be more aggressive at identifying duplication
and more robust to radio fading. We evaluate these protocols through
analysis, extensive simulations, and experimental results in two
wireless testbeds, showing that the protocols are robust to variance
in node mobility, radio propagation, node deployment density, and
other factors.
",
}

In wireless ad hoc networks and sensor networks, energy use is in many cases the most important constraint since it corresponds directly to operational lifetime. This paper presents two topology control protocols that extend the lifetime of dense ad hoc networks while preserving connectivity, the ability for nodes to reach each other. Our protocols conserve energy by identifying redundant nodes and turning their radios off. Geographic Adaptive Fidelity (GAF) identifies redundant nodes by their physical location and a conservative estimate of radio range. Cluster-based Energy Conservation (CEC) directly observes radio connectivity to determine redundancy and so can be more aggressive at identifying duplication and more robust to radio fading. We evaluate these protocols through analysis, extensive simulations, and experimental results in two wireless testbeds, showing that the protocols are robust to variance in node mobility, radio propagation, node deployment density, and other factors.

@inproceedings{proc_naveen:optimalencoding:eurospeech03,
 address = {Geneva, Switzerland},
 author = {Srinivasamurthy, Naveen and Ortega, Antonio and Narayanan, Shrikanth S.},
 bib2html_rescat = {rats},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/SrinivasamurthyInterSpeech2003[2].pdf},
 month = {Sep},
 title = {Towards optimal encoding for classification with applications to distributed speech recognition},
 year = {2003}
}

@inproceedings{proc_narayanan:transonics:asru03,
 address = {St.Thomas, U.S. Virgin Islands},
 author = {Narayanan, Shrikanth S. and Ananthakrishnan, Sankaranarayanan and Belvin, Robert and Ettelaie, Emil and Ganjavi, Shadi and Georgiou, Panayiotis and Hein, C. M. and Kadambe, S. and Knight, Kevin and Marcu, Daniel and Neely, Howard E. and Srinivasamurthy, Naveen and Traum, David and Wang, Dagen},
 bib2html_rescat = {rats},
 booktitle = {Proceedings of the IEEE workshop on Automatic Speech Recognition and Understanding (ASRU)},
 doi = {10.1109/ASRU.2003.1318520},
 link = {http://sail.usc.edu/publications/files/01318520.pdf},
 month = {Dec},
 pages = {670-675},
 title = {Transonics: A Speech to Speech System for English-Persian Interactions},
 year = {2003}
}

@inproceedings{DBLP:conf/iaai/BlytheDGK03,
  author       = {Jim Blythe and
                  Ewa Deelman and
                  Yolanda Gil and
                  Carl Kesselman},
  editor       = {John Riedl and
                  Randall W. Hill Jr.},
  title        = {Transparent Grid Computing: {A} Knowledge-Based Approach},
  booktitle    = {Proceedings of the Fifteenth Conference on Innovative Applications
                  of Artificial Intelligence, August 12-14, 2003, Acapulco, Mexico},
  pages        = {57--64},
  publisher    = {{AAAI}},
  year         = {2003},
  url          = {http://www.aaai.org/Library/IAAI/2003/iaai03-008.php},
  timestamp    = {Mon, 04 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iaai/BlytheDGK03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{blythe_iaai_03,
  title = {Transparent Grid Computing: A Knowledge-base Approach},
  author = {Jim Blythe and Ewa Deelman and Yolanda Gil and Carl Kesselman},
  booktitle = {Innovative Applications of Artificial Intelligence (IAAI)},
  year = {2003}
  }

@techreport {blythe2003editors,
	title = {Types of Editors and Specifications},
	number = {Technical Report 2004-23},
	year = {2003},
	institution = {GriPhyN},
	url = {http://pegasus.isi.edu/publications/editors.pdf},
	author = {James Blythe and Richard Cavanaugh and Ewa Deelman and Ian Foster and Seung-Hye Jang and Carl Kesselman and Keith Marzullo and Reagan Moore and Valerie Taylor and Xianan Zhang}
}

@article{2003PhRvA..68b0702B,
	Adsnote = {Provided by the SAO/NASA Astrophysics Data System},
	Adsurl = {http://adsabs.harvard.edu/abs/2003PhRvA..68b0702B},
	Author = {{Bartlett}, P.~L. and {Bray}, I. and {Jones}, S. and {Stelbovics}, A.~T. and {Kadyrov}, A.~S. and {Bartschat}, K. and {Ver Steeg}, Greg and {Scott}, M.~P. and {Burke}, P.~G.},
	Doi = {10.1103/PhysRevA.68.020702},
	Journal = {Physical Review A},
	Keywords = {Atomic excitation and ionization by electron impact},
	Month = aug,
	Number = 2,
	Title = {{Unambiguous ionization amplitudes for electron-hydrogen scattering}},
	Volume = 68,
	Year = {2003},
	Bdsk-Url-1 = {http://dx.doi.org/10.1103/PhysRevA.68.020702}}

@article{Mouchtaris2003Virtualmicrophonesformultichannel,
 author = {Mouchtaris, Athanasios and Narayanan, Shrikanth S. and Kyriakakis, Chris},
 bib2html_rescat = {},
 doi = {10.1155/S1110865703304032},
 journal = {EURASIP Journal on Applied Signal Processing},
 link = {http://sail.usc.edu/publications/files/MouchtarisJASP2003.pdf},
 month = {Sep},
 number = {1},
 pages = {968-979},
 title = {Virtual microphones for multichannel audio resynthesis},
 volume = {10},
 year = {2003}
}

@incollection{yan2003webscripter,
  title={WebScripter: Grass-roots ontology alignment via end-user report creation},
  author={Yan, Baoshi and Frank, Martin and Szekely, Pedro and Neches, Robert and Lopez, Juan},
  booktitle={The Semantic Web-ISWC 2003},
  pages={676--689},
  year={2003},
  publisher={Springer Berlin Heidelberg}
}

@inbook {deelman2003griphyn_bl,
	title = {Workflow Management in GriPhyN},
	booktitle = {Grid Resource Management},
	year = {2003},
	publisher = {Kluwer},
	organization = {Kluwer},
	url = {http://pegasus.isi.edu/publications/ewa/grm_chapter.pdf},
	author = {Ewa Deelman and James Blythe and Yolanda Gil and Carl Kesselman},
	editor = {J. Nabrzyski, J. Schopf, and J. Weglarz}
}

@article{DBLP:journals/jair/LermanMK03,
  author       = {Kristina Lerman and
                  Steven Minton and
                  Craig A. Knoblock},
  title        = {Wrapper Maintenance: {A} Machine Learning Approach},
  journal      = {J. Artif. Intell. Res.},
  volume       = {18},
  pages        = {149--181},
  year         = {2003},
  url          = {https://doi.org/10.1613/jair.1145},
  doi          = {10.1613/JAIR.1145},
  timestamp    = {Mon, 21 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jair/LermanMK03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/flairs/GilR02,
  author       = {Yolanda Gil and
                  Varun Ratnakar},
  editor       = {Susan M. Haller and
                  Gene Simmons},
  title        = {A Comparison of (Semantic) Markup Languages},
  booktitle    = {Proceedings of the Fifteenth International Florida Artificial Intelligence
                  Research Society Conference, May 14-16, 2002, Pensacola Beach, Florida,
                  {USA}},
  pages        = {413--418},
  publisher    = {{AAAI} Press},
  year         = {2002},
  url          = {http://www.aaai.org/Library/FLAIRS/2002/flairs02-081.php},
  timestamp    = {Wed, 26 Oct 2022 08:35:33 +0200},
  biburl       = {https://dblp.org/rec/conf/flairs/GilR02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@TechReport{Ye02b,
	author = "Wei Ye and John Heidemann and Deborah Estrin",
	title = 	"A Flexible and Reliable Radio Communication Stack on Motes",
	institution = 	"USC/Information Sciences Institute",
	year = 		2002,
	number =	"ISI-TR-2002-565",
	sortdate = "2001-09-01",
	project = "ilense, macss, scadds",
	jsubject = "sensornet_subtransport",
	month =		sep,
	location =	"johnh: folder: xxx",
	location =	"johnh: pafile",
	keywords =	"s-mac, design document",
	otherurl = "http://www.isi.edu/%7eweiye/pub/commstack.pdf",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Ye02b.html",
	organization =	"USC/Information Sciences Institute",
	pdfurl =		"http://www.isi.edu/%7ejohnh/PAPERS/Ye02b.pdf",
	psurl =		"http://www.isi.edu/%7ejohnh/PAPERS/Ye02b.ps.gz",
	abstract = "
This technical report describes the radio communication stack on the
Mica Motes developed at USC/ISI and UCLA. It includes the architecture
design, stack implementation, interfaces, and some testing and
measurement results.
",
}

This technical report describes the radio communication stack on the Mica Motes developed at USC/ISI and UCLA. It includes the architecture design, stack implementation, interfaces, and some testing and measurement results.

@inproceedings{ambite2002:edc,
        author="Jos\'{e} Luis Ambite and Yigal Arens and Walter Bourne and Peter T. Davis and Steven Feiner and Eduard H. Hovy and Judith L. Klavans and Andrew Philpot and Samuel Popper and Ken Ross and Ju-Ling Shih and Peter Sommer and Surabhan (Nick) Temiyabutr and Laura Zadoff",
        title="A Portal for Access to Complex Distributed Information about Energy",
        booktitle="Proceedings of the Second National Conference on Digital Government Research (dg.o 2002)",
	urlPaper="http://www.isi.edu/~ambite/02may-dgo-EDC.pdf",
        address="Redondo Beach, California",
        year=2002
}

@inproceedings{Shriver2002,
	author= {Shriver, Patrick M. and Gokhale, Maya B. and Briles, Scott D. and Kang, Dong-in and Cai, Michael and McCabe, Kevin and Crago, Stephen P and Suh, Jinwoo},
title= {A Power-Aware, Satellite-Based Parallel Signal Processing Scheme},
	booktitle= {Power Aware Computing, Series in Computer Science, Kluwer Academic/Plenum Publishers},
	location= {New York, New York},
	year= {2002}
}

@inproceedings{proc_dagen:unsupervisedmap:asilomar02,
 address = {Pacific Grove, CA},
 author = {Wang, Dagen and Narayanan, Shrikanth S.},
 bib2html_rescat = {speechlinks},
 booktitle = {Proceedings of the Asilomar Conference on Signals, Systems and Computers},
 doi = {10.1109/ACSSC.2002.1197181},
 link = {http://sail.usc.edu/publications/files/WangAsilomar2002.pdf},
 month = {Nov},
 pages = {222-226},
 title = {A confidence-score based unsupervised MAP adaptation for speech recognition},
 year = {2002}
}

@inproceedings{proc_shih:hummingrecognition:icassp02,
 address = {Orlando, FL},
 author = {Shih, Hsuan-Huei and Narayanan, Shrikanth S. and Kuo, C.-C. Jay},
 booktitle = {Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
 doi = {10.1109/ICASSP.2002.5745628},
 link = {http://sail.usc.edu/publications/files/shih_icassp_2002.pdf},
 month = {May},
 pages = {IV-4175},
 title = {A statistical approach to humming recognition},
 year = {2002}
}

@inproceedings{proc_sethy:syllablereco:isca02,
 address = {Estes Park, Colorado},
 author = {Sethy, Abhinav and Narayanan, Shrikanth S. and Parthasarathy, S.},
 bib2html_rescat = {speechlinks},
 booktitle = {Proceedings of the International Speech Communication Association (ISCA) Pronunciation Modeling and Lexicon Adaptation Workshop},
 link = {http://sail.usc.edu/publications/files/SethyISCA2002.pdf},
 month = {Sep},
 pages = {1-4},
 title = {A syllable based approach for improved recognition of spoken names},
 year = {2002}
}

@inproceedings{proc_dibazar:pathologicalspeech:asilomar02,
 address = {Pacific Grove, CA},
 author = {Dibazar, Alireza A. and Narayanan, Shrikanth S.},
 bib2html_rescat = {},
 booktitle = {Proceedings of the Asilomar Conference on Signals, Systems and Computers},
 link = {http://sail.usc.edu/publications/files/DibazarAsilomar2002.pdf},
 month = {Nov},
 title = {A system for automatic recognition of pathological speech},
 year = {2002}
}

@inproceedings{muslea02:icml-robust,
   author    = "Ion Muslea and Steven Minton and Craig A. Knoblock",
   title     = "Active + semi-supervised learning = robust multi-view learning",
   booktitle = "Proceedings of the 19th International Conference on Machine Learning (ICML-2002)",
   pages     = "435--442",
   address   = "Sydney, Australia",    
   year      = "2002",
   urlPaper="http://usc-isi-i2.github.io/papers/muslea02-icml-robust.pdf",
   Keywords = {"Wrapper Learning","Active Learning"}
}

@PhDThesis{muslea02:thesis,
   Author = "Ion Muslea",
   Title = "Active Learning with Multiple Views",
   School = "Department of Computer Science, University of Southern California",
   Year = "2002",
   urlLink= "http://jair.org/papers/paper2005.html",
   urlPaper= "http://usc-isi-i2.github.io/papers/muslea06-jair.pdf",
    Keywords = {"Wrapper Learning","Active Learning"}}

@ARTICLE{Galstyan02,
  author =       {Aram Galstyan and Kristina Lerman},
  title =        {Adaptive Boolean Networks and Minority Games with Time-Dependent Cutoffs},
  journal =      {Physical Review},
  year =         {2002},
  volume =       {E66},
  number =       {},
  pages =        {015103},
  month =        {},
  urlPaper={http://www.isi.edu/~lerman/papers/mg.pdf},
  keywords =    {multi-agent-systems},
}

@inproceedings{muslea02:isi,
   author    = "Ion Muslea and Steven Minton and Craig A. Knoblock",
   title   = "Adaptive View Validation: A Case study on Wrapper Induction and Text Classification",
   booktitle = "Proceedings of the AAAI-2002 Workshop on Intelligent Services Integration",
   page      = "12--18",
   address = "Edmonton, Alberta, Canada",
   year    = "2002",
   Keywords = {"Wrapper Learning","Active Learning"}
}

@inproceedings{muslea02:icml-view,
   author    = "Ion Muslea and Steven Minton and Craig A. Knoblock",
   title     = "Adaptive View Validation: A First Step Towards Automatic View Detection",
   booktitle = "Proceedings of the 19th International Conference on Machine Learning (ICML-2002)",
   pages     = "443--450",
   address   = "Sydney, Australia",    
   year      = "2002",
   urlPaper="http://usc-isi-i2.github.io/papers/muslea02-icml-view.pdf",
   Keywords = {"Wrapper Learning","Active Learning"}
}
 

@article {elves-aimag02, 
  title = {Agent Technology to Support Human Organizations},
  author = {Hans Chalupsky and Yolanda Gil and Craig Knoblock and Kristina Lerman and Jean Oh and David Pynadath and Thomas Russ and Milind Tambe},
  year = {2002},
  journal = {AI Magazine},
  volume = {23}, 
  number = {2}, 
  url = {https://knowledgecaptureanddiscovery.github.io/yolanda_gil_website/papers/elves-aimag02.pdf }
}

@article{knoblock02:is,
  author = 	 "Craig A. Knoblock",
  title = 	 "Agents for Gathering, Integrating, and Monitoring Information for Travel Planning",
  year =         "2002",
  month = "November/December",
  journal = 	 "IEEE Intelligent Systems",
  volume = 17,
  number = 6,
  Keywords = {"Information Agents"}
}

@InProceedings{Chang02a,
	author = 	"Di-Fa Chang and Ramesh Govindan and John Heidemann",
	title = 	"An Empirical Study of Router Response to
                         Large {BGP} Routing Table Load",
	booktitle = 	"Proceedings of the " # "ACM SIGCOMM Internet Measurement Workshop",
	year = 		2002,
	sortdate = 		"2002-11-01", 
	project = "ant, saman, conser",
	jsubject = "routing",
	publisher =	"ACM",
	address =	"Marseille, France",
	month =		nov,
	pages =		"203--208",
	otherurl = 	"https://ant.isi.edu/%7edifac/imw-2002.ps.gz",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Chang02a.html",
	psurl =		"https://ant.isi.edu/%7ejohnh/PAPERS/Chang02a.ps.gz",
	pdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Chang02a.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightterms = "	Permission to make digital or 	hard copies of part or all of this work for personal or 	classroom use is granted without fee provided that copies 	are not made or distributed for profit or commercial 	advantage and that new copies bear this notice and the full 	citation on the first page. Copyrights for components of this 	work owned by others than ACM must be honored. Abstracting with 	credit  is permitted.   	To copy otherwise, to republish, to post on servers or to 	redistribute to lists, requires prior specific permission 	and/or a fee. Request Permissions from 	Publications Dept, ACM Inc., 	Fax +1 (212) 869--0481, or 	[email protected]. ",
	abstract = "
Anecdotal evidence suggests that misconfiguration of backbone routers
occasionally leads to an injection of large routing tables into the
BGP routing system.  In this paper, we investigate the detailed
mechanics of router response to large BGP routing tables.  We examine
three commercial grade routers, and find that their responses vary
significantly.  Some routers exhibit \emph{table-size oscillations}
that have the potential to cause \emph{cascading failure}.  Others
need operator intervention to recover from large routing tables.  We
also find that deployed resource control mechanisms, such as prefix
limits and route flap damping, are only partially successful in
mitigating the impact of large routing tables.
",
}

Anecdotal evidence suggests that misconfiguration of backbone routers occasionally leads to an injection of large routing tables into the BGP routing system. In this paper, we investigate the detailed mechanics of router response to large BGP routing tables. We examine three commercial grade routers, and find that their responses vary significantly. Some routers exhibit \emphtable-size oscillations that have the potential to cause \emphcascading failure. Others need operator intervention to recover from large routing tables. We also find that deployed resource control mechanisms, such as prefix limits and route flap damping, are only partially successful in mitigating the impact of large routing tables.

@inproceedings{DBLP:conf/infocom/YeHE02,
  author       = {Wei Ye and
                  John S. Heidemann and
                  Deborah Estrin},
  title        = {An Energy-Efficient {MAC} Protocol for Wireless Sensor Networks},
  booktitle    = {Proceedings {IEEE} {INFOCOM} 2002, The 21st Annual Joint Conference
                  of the {IEEE} Computer and Communications Societies, New York, USA,
                  June 23-27, 2002},
  pages        = {1567--1576},
  publisher    = {{IEEE} Computer Society},
  year         = {2002},
  url          = {https://doi.org/10.1109/INFCOM.2002.1019408},
  doi          = {10.1109/INFCOM.2002.1019408},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/infocom/YeHE02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{proc_shih:hummingtranscription:icme02,
 address = {Lausanne, Switzerland},
 author = {Shih, Hsuan-Huei and Narayanan, Shrikanth S. and Kuo, C.-C. Jay},
 bib2html_rescat = {mica},
 booktitle = {Proceedings of the IEEE International Conference on Multimedia Expo (ICME)},
 doi = {10.1109/ICME.2002.1035787},
 link = {http://sail.usc.edu/publications/files/ShihICME2002.pdf},
 month = {Aug},
 pages = {337-340},
 title = {An HMM-based Approach to Humming Transcription},
 year = {2002}
}

@inproceedings{Kang2002,
	author= {Kang, Dong-In and Suh, Jinwoo and Crago, Stephen},
	title= {An Optimal Voltage Synthesis Technique for a Power-Efficient Satellite Application},
	booktitle= {39th Design Automation Conference (DAC)},
	pages = {492–497},
	location= {New Orleans, Louisanna},
	month= {June},
	year= {2002},
	url = {https://doi.org/10.1145/513918.514043},
    doi = {10.1145/513918.514043},
}

@TechReport{Ahn02a,
	  author = 	"Jong-Suk Ahn and John Heidemann",
	  title = 	"An adpative {FEC} algorithm for Mobile Wireless Networks",
	  institution = 	"USC/Information Sciences Institute",
	  year = 		2002,
	sortdate = "2002-03-01",
	  month =		mar,
	  location =	"johnh: pafile",
	  location =	"johnh: folder: xxx",
	  keywords =	"adaptive FEC, motes",
	project = "conser, ilense",
	jsubject = "chronological",
	  url =		"http://www.isi.edu/%7ejohnh/PAPERS/Ahn02a.html",
	  pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Ahn02a.pdf",
  	otherurl = "ftp://ftp.isi.edu/isi-pubs/tr-555.pdf",
	  copyrightholder = "authors",
	  myorganization = 	"USC/Information Sciences Institute",
	  abstract = "
  Wireless mobile networks tend to drop a large portion of
  packets due to propagation errors.  To improve reliability over noisy
  wireless channels, wireless networks can employ forward error
  correction (FEC) techniques. Static FEC algorithms, however, can
  degrade the performance by poorly matching their overhead to the
  degree of the underlying channel error, especially when the channel
  path loss rate fluctuates widely.  This paper investigates the
  benefits of an adaptable FEC mechanism for wireless networks with
  severe packet loss.  We show that our adaptive FEC technique improves
  the performance by dynamically tuning FEC strength to the current
  amount of wireless channel loss. We quantify these benefits through a
  hybrid simulation integrating packet-level simulation with bit-level
  details and validate the simulation model through experimentation.
  ",
}

Wireless mobile networks tend to drop a large portion of packets due to propagation errors. To improve reliability over noisy wireless channels, wireless networks can employ forward error correction (FEC) techniques. Static FEC algorithms, however, can degrade the performance by poorly matching their overhead to the degree of the underlying channel error, especially when the channel path loss rate fluctuates widely. This paper investigates the benefits of an adaptable FEC mechanism for wireless networks with severe packet loss. We show that our adaptive FEC technique improves the performance by dynamically tuning FEC strength to the current amount of wireless channel loss. We quantify these benefits through a hybrid simulation integrating packet-level simulation with bit-level details and validate the simulation model through experimentation.

@inproceedings{barish02:aips-workshop,
  author = "Greg Barish and Craig A. Knoblock",
  title = "An efficient and expressive language for information gathering on the web",
  booktitle = "Proceedings of the {AIPS-2002} Workshop on Is there life after operator sequencing? -- Exploring real world planning",
  pages = "5--12",
  address = "Tolouse, France",
  year = "2002",
  urlPaper= "http://usc-isi-i2.github.io/papers/barish02-aips-workshop.pdf",
   Keywords = {"Dataflow Execution","Information Gathering"}
}

@conference {abramson2002analysis,
	title = {Analysis of an enhanced signaling network for scalable mobility management in next generation wireless networks},
	booktitle = {Global Telecommunications Conference, 2002. GLOBECOM{\textquoteright}02. IEEE},
	volume = {1},
	month = nov,
	year = {2002},
	pages = {901{\textendash}905},
	publisher = {IEEE},
	organization = {IEEE},
	doi={10.1109/GLOCOM.2002.1188208},
	author = {Abramson, Jeremy and Fang, Xiao-yan and Ghosal, Dipak}
}

@inproceedings{proc_jongho:spokendialogs:icslp02,
 address = {Denver, CO},
 author = {Shin, JongHo and Narayanan, Shrikanth S. and Gerber, Laurie and Kazemzadeh, Abe and Byrd, Dani},
 bib2html_rescat = {annotation modeling},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/shininterspeech2002.pdf},
 month = {Sep},
 pages = {2069-2072},
 title = {Analysis of user behavior under error conditions in spoken dialogs},
 year = {2002}
}

@inproceedings{mirkovic2002attacking,
  title={Attacking DDoS at the source},
  author={Mirkovic, Jelena and Prier, Gregory and Reiher, Peter},
  booktitle={10th IEEE International Conference on Network Protocols (ICNP)},
  pages={312--321},
  year={2002},
  organization={IEEE}
}

@inproceedings{proc_chul:emotions:icme02,
 address = {Lausanne, Switzerland},
 author = {Lee, Chul Min and Narayanan, Shrikanth S. and Pieraccini, Roberto},
 bib2html_rescat = {emotion},
 booktitle = {Proceedings of the IEEE International Conference on Multimedia Expo (ICME)},
 doi = {10.1109/ICME.2002.1035887},
 link = {http://sail.usc.edu/publications/files/leeicme2002.pdf},
 month = {Aug},
 pages = {737-740},
 title = {Classifying emotions in human-machine spoken dialogs},
 year = {2002}
}

@inproceedings{allsopp02:ksco,
        Author="David N. Allsopp and Patrick Beautement and Jeffrey M. Bradshaw and Edmund H. Durfee and Michael Kirton and Craig A. Knoblock and Niranjan Suri and Austin Tate and Craig W. Thompson",
        Title="Coalition Agents Experiment: Multi-Agent Co-operation in an International Coalition Setting", 
        Booktitle="Proceedings of the Second International Conference on Knowledge Systems for Coalition Operations (KSCO-2002)",
        Address="Toulouse, France",
        Month="April",
        Year="2002",
       	Keywords = {"Information Agents"}}

@article{allsopp02:ieee-is,
  author = 	 "David N. Allsopp and Patrick Beautement and Michael Kirton and Jeffrey M. Bradshaw and Niranjan Suri and Edmund H. Durfee and Craig A. Knoblock and Austin Tate and Craig W. Thompson",
  title = 	 "Coalition Agents Experiment: Multiagent Cooperation in International Coalitions",
  year =         "2002",
  month = "May/June",
  journal = 	 "IEEE Intelligent Systems",
  pages = "26-35",
  volume = 17,
  number = 3,
   Keywords = {"Information Agents"}
}

@inproceedings{proc_meesookho:sensormetworks:ieeemsa02,
 address = {Arlington, VA},
 author = {Meesookho, Chartchai and Narayanan, Shrikanth S. and Raghavendra, C.},
 booktitle = {Proceedings of the IEEE Sensor Array and Multichannel Signal Processing (SAM) Workshop},
 doi = {10.1109/SAM.2002.1191063},
 link = {http://sail.usc.edu/publications/files/MeesookhoSAM2002.pdf},
 month = {Aug},
 pages = {370-374},
 title = {Collaborative Classification Applications in Sensor Networks},
 year = {2002}
}

@inproceedings{proc_chul:emotionreco:icslp02,
 address = {Denver, CO},
 author = {Lee, Chul Min and Narayanan, Shrikanth S. and Pieraccini, Roberto},
 bib2html_rescat = {emotion},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/leeinterspeech2002.pdf},
 month = {Sep},
 title = {Combining acoustic and language information for emotion recognition},
 year = {2002}
}

@inproceedings{proc_shih:melodyextraction:electronicimaging02,
 address = {San Jose, CA},
 author = {Shih, Hsuan-Huei and Narayanan, Shrikanth S. and Kuo, C.-C. Jay},
 booktitle = {Proceedings of Electronic Imaging (EI) Conference},
 doi = {10.1117/12.451101},
 keyword = {audio database, ESPLE, Lempel Ziv 78, LZ-78, melody search, music database, music indexing, pattern search, repeating patterns},
 link = {http://sail.usc.edu/publications/files/shih_srmd_2002.pdf},
 month = {Jan},
 pages = {306-317},
 title = {Comparison of dictionary-based approaches to automatic repeating melody extraction},
 volume = {4676},
 year = {2002}
}

@article{2002PhRvA..65f2715B,
	Adsnote = {Provided by the SAO/NASA Astrophysics Data System},
	Adsurl = {http://adsabs.harvard.edu/abs/2002PhRvA..65f2715B},
	Author = {{Bartschat}, K. and {Scott}, M.~P. and {Burke}, P.~G. and {Stitt}, T. and {Scott}, N.~S. and {Grum-Grzhimailo}, A.~N. and {Riordan}, S. and {Ver Steeg}, Greg and {Strakhova}, S.~I.},
	Doi = {10.1103/PhysRevA.65.062715},
	Journal = {Physical Review A},
	Keywords = {Atomic excitation and ionization by electron impact},
	Month = jun,
	Number = 6,
	Title = {{Convergence of energy-differential ionization cross sections obtained from a T-matrix approach with R-matrix wave functions}},
	Volume = 65,
	Year = {2002},
	Bdsk-Url-1 = {http://dx.doi.org/10.1103/PhysRevA.65.062715}}

@article{chen2002coordinated,
  title={Coordinated aggressive bidding in distributed combinatorial resource allocation},
  author={Chen, Jinbo and Bugacov, Alejandro and Szekely, Pedro and Frank, Martin and Cai, Min and Kim, Donghan and Neches, Robert},
  year={2002}
}

@article{Narayanan2002Creatingconversationalinterfacesfor,
 author = {Narayanan, Shrikanth S. and Potamianos, Alexandros},
 journal = {IEEE Transactions on Speech and Audio Processing},
 keyword = {automatic speech recognition for children, computer games, conversational agents, human-computer interaction, multimedia interfaces, multimodal systems, spoken dialogue systems},
 link = {http://sail.usc.edu/publications/files/NarayananSAP2002.pdf},
 month = {Feb},
 number = {2},
 pages = {65-78 [IEEE Signal Processing Society Best Paper Award Wnner, 2005]},
 title = {Creating conversational interfaces for children},
 volume = {10},
 year = {2002}
}

@inproceedings{Shank2002,
	author= {Shank, Stephen F. and Crago, Stephen and Pancoast, Rick and J. Racosky and Suh, Jinwoo and L. Trevito},
	title= {DARPA Data Intensive Systems (DIS) Embedded Computing Benchmarks for Critical Defense Signal Processing Applications},
	booktitle= {6th Annual High Performance Embedded Computing Workshop},
	location= {Cambridge, Massachussets},
	month= {September},
	year= {2002}
}

@inproceedings{philpot2002:askcal,
        author="Andrew Philpot and Jos\'{e} Luis Ambite and Eduard Hovy",
        title="{DGRC AskCal}: Natural Language Question Answering for Energy Time Series",
        booktitle="Proceedings of the Second National Conference on Digital Government Research (dg.o 2002)",
        address="Redondo Beach, California",
urlPaper="http://www.isi.edu/~ambite/02may-dgo-AskCal.pdf",
        year=2002
}

@InProceedings{Ganesan02c,
	 author = 	"Deepak Ganesan and Deborah Estrin and John Heidemann",
	 title = 	"DIMENSIONS: Why do we need a new Data
			  Handling architecture for Sensor Networks?",
	 booktitle = 	"Proceedings of the " # "ACM Workshop on Hot Topics in Networks",
	 year = 		2002,
	sortdate = 		"2002-10-01",
	project = "ilense, cens, scadds, nocredit",
	jsubject = "sensornet_general",
	 publisher =	"ACM",
	 address =	"Princeton, NJ, USA",
	 month =		oct,
	 pages =		"143--148",
	 location =	"johnh: folder: xxx",
	 location =	"johnh: pafile",
	 keywords =	"dimensions, sensor network storage",
	 otherurl =		"http://lecs.cs.ucla.edu/%7edeepak/PAPERS/dimensions.pdf",
	 url =		"http://www.isi.edu/%7ejohnh/PAPERS/Ganesan02c.html",
	 pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Ganesan02c.pdf",
	 copyrightholder = "ACM",
	 copyrightterms = "	Permission to make digital or 	hard copies of part or all of this work for personal or 	classroom use is granted without fee provided that copies 	are not made or distributed for profit or commercial 	advantage and that new copies bear this notice and the full 	citation on the first page. Copyrights for components of this 	work owned by others than ACM must be honored. Abstracting with 	credit  is permitted.   	To copy otherwise, to republish, to post on servers or to 	redistribute to lists, requires prior specific permission 	and/or a fee. Request Permissions from 	Publications Dept, ACM Inc., 	Fax +1 (212) 869--0481, or 	[email protected]. ",
	 myorganization =	"USC/Information Sciences Institute",
	 abstract = "
 An important class of networked systems is emerging that involve very
 large numbers of small, low-power, wireless devices. These systems
 offer the ability to sense the environment densely, offering
 unprecedented opportunities for many scientific disciplines to observe
 the physical world. In this paper, we argue that a data handling
 architecture for these devices should incorporate their extreme
 resource constraints---energy, storage and processing---and
 spatio-temporal interpretation of the physical world in the design,
 cost model, and metrics of evaluation. We describe DIMENSIONS, a
 system that provides a unified view of data handling in sensor
 networks, incorporating long-term storage, multi-resolution data
 access and spatio-temporal pattern mining.
 ",
}

An important class of networked systems is emerging that involve very large numbers of small, low-power, wireless devices. These systems offer the ability to sense the environment densely, offering unprecedented opportunities for many scientific disciplines to observe the physical world. In this paper, we argue that a data handling architecture for these devices should incorporate their extreme resource constraints—energy, storage and processing—and spatio-temporal interpretation of the physical world in the design, cost model, and metrics of evaluation. We describe DIMENSIONS, a system that provides a unified view of data handling in sensor networks, incorporating long-term storage, multi-resolution data access and spatio-temporal pattern mining.

@InCollection{ambite2002:kluwer,
  author = 	 {Jos\'{e} Luis Ambite and Yigal Arens and Walter Bourne and Steve Feiner and Luis Gravano and Vasileios Hatzivassiloglou and Eduard Hovy and Judith Klavans and Andrew Philpot and Usha Ramachandran and Kenneth Ross and Jay Sandhaus and Deniz Sarioz and Rolfe R. Schmidt and Cyrus Shahabi and Anurag Singla and Surabhan Temiyabutr and Brian Whitman},
  title = 	 {Data Integration and Access: The Digital Government Research Center's Energy Data Collection {(EDC)} Project},
  booktitle = 	 {Advances in Digital Government: Technology, Human Factors, and Policy},
  publisher = {Kluwer Academic Publishers},
  year = 	 {2002},
  editor = 	 {William J. McIver and Ahmed K. Elmagarmid},
}

@inproceedings{DBLP:conf/its/KimG02,
  author       = {Jihie Kim and
                  Yolanda Gil},
  editor       = {Stefano A. Cerri and
                  Guy Gouard{\`{e}}res and
                  F{\'{a}}bio Paragua{\c{c}}u},
  title        = {Deriving Acquisition Principles from Tutoring Principles},
  booktitle    = {Intelligent Tutoring Systems, 6th International Conference, {ITS}
                  2002, Biarritz, France and San Sebastian, Spain, June 2-7, 2002, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {2363},
  pages        = {661--670},
  publisher    = {Springer},
  year         = {2002},
  url          = {https://doi.org/10.1007/3-540-47987-2\_67},
  doi          = {10.1007/3-540-47987-2\_67},
  timestamp    = {Tue, 14 May 2019 10:00:48 +0200},
  biburl       = {https://dblp.org/rec/conf/its/KimG02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@TechReport{Heidemann02a,
	author = "John Heidemann and Fabio Silva and Yan Yu and Deborah Estrin and Padmaparma Haldar",
	title = 	"Diffusion Filters as a Flexible Architecture for Event Notification in Wireless Sensor Networks",
	institution = 	"USC/Information Sciences Institute",
	year = 		2002,
	sortdate = 		"2002-04-01",
	project = "ilense, scadds, scowr",
	jsubject = "sensornet_data_dissemination",
	number =	"ISI-TR-556",
	month =		apr,
	location =	"johnh: folder: xxx",
	location =	"johnh: pafiles",
	keywords =	"diffusion software structure, micronetworking",
	url =		"http://www.isi.edu/%7ejohnh/PAPERS/Heidemann02a.html",
	pdfurl =	"http://www.isi.edu/%7ejohnh/PAPERS/Heidemann02a.pdf",
	myorganization =	"USC/Information Sciences Institute",
	copyrightholder = "authors",
	abstract = "
Wireless sensor networks represent an increasingly important example
of distributed event systems.  Unlike Internet-based distributed event
systems, sensor networks are very bandwidth constrained and use sensor
nodes that are often dedicated to the network and controlled by a
single organization.  Bandwidth constraints require, and
administrative homogeneity allows, sensor networks to employ
in-network processing, where application-specific code is used in the
network to optimize data movement.  The contribution of this paper is
to describe the \emph{diffusion filter architecture}, a software
structure for a distributed event system that allows user-supplied
software to interact with event routing.  Sensor network nodes will
span a wide range of capabilities, from tiny single-address space
embedded processors to to desktop-class 32-bit computers.  A second
contribution of our architecture that it scales from 16- to 32-bit
computers with OS support for single or multiple address spaces.  We
describe what software approaches facilitate this flexibility and
quantify the performance differences.
",
}

Wireless sensor networks represent an increasingly important example of distributed event systems. Unlike Internet-based distributed event systems, sensor networks are very bandwidth constrained and use sensor nodes that are often dedicated to the network and controlled by a single organization. Bandwidth constraints require, and administrative homogeneity allows, sensor networks to employ in-network processing, where application-specific code is used in the network to optimize data movement. The contribution of this paper is to describe the \emphdiffusion filter architecture, a software structure for a distributed event system that allows user-supplied software to interact with event routing. Sensor network nodes will span a wide range of capabilities, from tiny single-address space embedded processors to to desktop-class 32-bit computers. A second contribution of our architecture that it scales from 16- to 32-bit computers with OS support for single or multiple address spaces. We describe what software approaches facilitate this flexibility and quantify the performance differences.

@inproceedings{proc_mcerlean:sensornetworks:asilomar02,
 address = {Pacific Grove, CA},
 author = {McErlean, Donal and Narayanan, Shrikanth S.},
 booktitle = {Proceedings of the Asilomar Conference on Signals, Systems and Computers},
 link = {http://sail.usc.edu/publications/files/mcerleanasilomar2002.pdf},
 month = {Nov},
 pages = {1174-1178},
 title = {Distribution detection and tracking in sensor networks},
 year = {2002}
}

@inproceedings{Suh2002,
	author= {Suh, Jinwoo and Kang, Dong-In and Crago, Stephen},
	title= {Dynamic Power Management of Multiprocessor Systems}, 
	booktitle= {Tenth International Workshop on Parallel and Distributed Real-Time Systems (WPDRTS) in conjunction with IPDPS},
	location= {Fort Lauderdale, Florida},
	month= {April},
	year= {2002},
	doi={10.1109/IPDPS.2002.1016483}
}

@inproceedings{ko_dynamic_2002,
	address = {Honolulu Hawaii},
	title = {Dynamic coordination of information management services for processing dynamic web content},
	booktitle = {Proceedings of the {Eleventh} {International} {World} {Wide} {Web} {Conference}, {WWW2002}},
	publisher = {ACM},
	author = {Ko, In-Young and Yao, Ke-Thia and Neches, Robert},
	month = may,
	year = {2002},
	pages = {355--365},
}

@inproceedings{thakkar02:isi,
    author = "Snehal Thakkar and Craig A. Knoblock and Jos\'{e} Luis Ambite and Cyrus Shahabi",
    title = "Dynamically Composing Web Services from On-line Sources",
    booktitle = "Proceeding of {AAAI-2002} Workshop on Intelligent Service Integration",
    month = "July",
    address = "Edmonton, Alberta, Canada",
    pages = "1--7",
    year = "2002",
    urlPaper= "http://usc-isi-i2.github.io/papers/thakkar02-isi.pdf",
    Keywords = {"Service Composition","Data Integration"}
}

@inproceedings{proc_mouchtaris:audiosynthesis:eusipco02,
 address = {Toulose, France},
 author = {Mouchtaris, Athanasios and Narayanan, Shrikanth S. and Kyriakakis, Chris},
 booktitle = {Proceedings of the European Signal Processing Conference (EUSIPCO)},
 link = {http://sail.usc.edu/publications/files/mouchtaris_spc_2002.pdf},
 month = {Sep},
 pages = {413-416},
 title = {Efficient multichannel audio resynthesis by subband-based spectral conversion},
 year = {2002}
}

@article{DBLP:journals/aim/ChalupskyGKLOPRT02,
  author       = {Hans Chalupsky and
                  Yolanda Gil and
                  Craig A. Knoblock and
                  Kristina Lerman and
                  Jean Oh and
                  David V. Pynadath and
                  Thomas A. Russ and
                  Milind Tambe},
  title        = {Electric Elves: Agent Technology for Supporting Human Organizations},
  journal      = {{AI} Mag.},
  volume       = {23},
  number       = {2},
  pages        = {11--24},
  year         = {2002},
  url          = {https://doi.org/10.1609/aimag.v23i2.1637},
  doi          = {10.1609/AIMAG.V23I2.1637},
  timestamp    = {Tue, 25 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/aim/ChalupskyGKLOPRT02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@Article{ElvesAIM,
  author =       "H. Chalupsky and Y. Gil and Craig A. Knoblock and Kristina Lerman and J. Oh and D.V. Pynadath and T.A. Russ and M. Tambe",
  title =        "Electric Elves: Applying Agent Technology to Support Human Organizations",
  pages =        "11--24",
  journal =      "AI Magazine",
  year =         "2002",
  volume =       {23},
  number =       {2},
  annote =    {also in Proceedings of the Thirteenth Annual Conference on Innovative Applications of
                    Artificial Intelligence ({IAAI}-2001), Seattle, WA},
  keywords =    {semantic-modeling},
  }

@inproceedings{proc_bulut:expressivespeech:icslp02,
 address = {Denver, CO},
 author = {Bulut, Murtaza and Narayanan, Shrikanth S. and Syrdal, Ann},
 bib2html_rescat = {speechlinks},
 booktitle = {Proceedings of InterSpeech},
 link = {http://sail.usc.edu/publications/files/bulutinterspeech2002.pdf},
 month = {Sep},
 pages = {1265-1268},
 title = {Expressive speech synthesis using a concatenative synthesizer},
 year = {2002}
}

@article{2002PhRvA..65f0701B,
	Adsnote = {Provided by the SAO/NASA Astrophysics Data System},
	Adsurl = {http://adsabs.harvard.edu/abs/2002PhRvA..65f0701B},
	Author = {{Bartschat}, K. and {Riordan}, S. and {Ver Steeg}, Greg},
	Doi = {10.1103/PhysRevA.65.060701},
	Journal = {Physical Review A},
	Keywords = {Atomic excitation and ionization by electron impact},
	Month = jun,
	Number = 6,
	Title = {{Extraction of energy-differential ionization cross sections in time-dependent calculations}},
	Volume = 65,
	Year = {2002},
	Bdsk-Url-1 = {http://dx.doi.org/10.1103/PhysRevA.65.060701}}

@InProceedings{Dutta02d,
	author = "Debojyoti Dutta and Ashish Goel and John Heidemann",
	title = 	"Faster Network Design with Scenario Pre-filtering",
	booktitle = 	"Proceedings of the " # " International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems",
	year = 		2002,
	sortdate = "2002-10-01",
	project = "ant, saman",
	jsubject = "network_simulation",
	publisher =	"IEEE",
	address =	"Fort Worth, Texas, USA",
	month =		oct,
	pages =		"237--246",
	jlocation =	"johnh: folder: xxx",
	jlocation =	"johnh: pafile",
	keywords =	"asim, ns-2",
	copyrightterms = "	Personal use of this material is permitted.  However, 	permission to reprint/republish this material for advertising 	or promotional purposes or for creating new collective works         for resale or redistribution to servers or lists, 	or to reuse any copyrighted component of this work in other works 	must be obtained from the IEEE. ",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Dutta02d.html",
	pdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Dutta02d.pdf",
	psurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Dutta02d.ps.gz",
	myorganization =	"USC/Information Sciences Institute",
	abstract = "
The design and engineering of networks requires the consideration of
many possible configurations (different network topologies,
bandwidths, traffic and policies). Network engineers may use network
simulation to evaluate changes in network configuration, but detailed,
packet-level simulation of many alternatives would be extremely time
consuming.  This paper introduces the concept of scenario
pre-filtering---rather than perform detailed simulation of each
scenario, we propose to quickly evaluate (pre-filter) all scenarios in
order to select only the relevant scenarios and discard those that are
clearly too over- or under-provisioned. To rapidly evaluate scenarios,
we have developed several new analytical techniques to quickly
determine the steady-state behavior of the network with both bulk and
short term TCP flows.  These techniques apply to arbitrary topologies
and routers that use both drop-tail and RED queuing policies. Since we
are only interested in selecting the interesting scenarios for
detailed simulation, the answers need only be approximate.  However,
we show that accuracy is typically within 10\% of detailed
simulation. More importantly, these techniques are 10-300x faster than
detailed simulation, and, hence, pre-filtering is a promising
technique to reduce the total simulation time when many scenarios must
be considered.
",
}

The design and engineering of networks requires the consideration of many possible configurations (different network topologies, bandwidths, traffic and policies). Network engineers may use network simulation to evaluate changes in network configuration, but detailed, packet-level simulation of many alternatives would be extremely time consuming. This paper introduces the concept of scenario pre-filtering—rather than perform detailed simulation of each scenario, we propose to quickly evaluate (pre-filter) all scenarios in order to select only the relevant scenarios and discard those that are clearly too over- or under-provisioned. To rapidly evaluate scenarios, we have developed several new analytical techniques to quickly determine the steady-state behavior of the network with both bulk and short term TCP flows. These techniques apply to arbitrary topologies and routers that use both drop-tail and RED queuing policies. Since we are only interested in selecting the interesting scenarios for detailed simulation, the answers need only be approximate. However, we show that accuracy is typically within 10% of detailed simulation. More importantly, these techniques are 10-300x faster than detailed simulation, and, hence, pre-filtering is a promising technique to reduce the total simulation time when many scenarios must be considered.

@inproceedings{proc_dibazar:pathological:ieeeembs02,
 address = {Houston, Texas},
 author = {Dibazar, Alireza A. and Narayanan, Shrikanth S. and Berger, Theodore W.},
 booktitle = {Proceedings of the IEEE Engineering in Medicine and Biology Society (EMBS) Meeting},
 doi = {10.1109/IEMBS.2002.1134447},
 keyword = {HMM, Mel frequency filters, pathological speech},
 link = {http://sail.usc.edu/publications/files/dibazarembs2002.pdf},
 month = {Oct},
 pages = {182-183},
 title = {Feature analysis for automatic detection of pathological speech},
 year = {2002}
}

@TechReport{Chen02a,
	author = 	"Xuan Chen and John Heidemann",
	title = 	"Flash crowd mitigation via an adaptive admission control based on application-level measurement",
	institution = 	"USC/Information Sciences Institute",
	year = 		2002,
	sortdate = 		"2002-05-01",
	project = "ant, saman, conser",
	jsubject =  "chronological",
	number =	"ISI-TR-557",
	month =		may,
	jlocation =	"johnh: folder: xxx",
	jlocation =	"johnh: pafile xxx",
	keywords =	"NEWS, admission control, congestion control",
	otherurl =	"https://ant.isi.edu/%7exuanc/paper/news.pdf",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Chen02a.html",
	pdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Chen02a.pdf",
	myorganization =	"USC/Information Sciences Institute",
	abstract = "
We propose the network early warning system (NEWS) to protect servers
and networks from flash crowds, which usually happen when too many
requests are sent to a web site simultaneously. NEWS is an self-tuning
admission control mechanism, which imposes application-level
congestion control (AppCC) between requests and responses. NEWS
detects flash crowds from changes in web response rate.  Based on the
application-level observations, NEWS adjusts the admitted request rate
automatically and adaptively.  Simulation results show that NEWS
detects flash crowds within 10 minutes (about 2-3 detection
intervals). By delaying 56\% of requests, NEWS is able to reduce the
packet drop rate for responses from 17\% to 1\%. The aggregated
response rate for admitted requests is twice as fast with NEWS as
compared to without. This performance is similar to the best possible
rate limiter.
",
}

We propose the network early warning system (NEWS) to protect servers and networks from flash crowds, which usually happen when too many requests are sent to a web site simultaneously. NEWS is an self-tuning admission control mechanism, which imposes application-level congestion control (AppCC) between requests and responses. NEWS detects flash crowds from changes in web response rate. Based on the application-level observations, NEWS adjusts the admitted request rate automatically and adaptively. Simulation results show that NEWS detects flash crowds within 10 minutes (about 2-3 detection intervals). By delaying 56% of requests, NEWS is able to reduce the packet drop rate for responses from 17% to 1%. The aggregated response rate for admitted requests is twice as fast with NEWS as compared to without. This performance is similar to the best possible rate limiter.

@inproceedings{proc_mouchtaris:guassianmixture:audioengg02,
 address = {Los Angeles, CA},
 author = {Mouchtaris, Athanasios and Narayanan, Shrikanth S. and Kyriakakis, Chris},
 bib2html_rescat = {speechlinks},
 booktitle = {Proceedings of the Audio Engineering Society (AES) Convention},
 link = {http://sail.usc.edu/publications/files/MouchtarisAES2002.pdf},
 month = {Oct},
 title = {Gaussian mixture model based methods for virtual microphone signal synthesis},
 year = {2002}
}

@InProceedings{Kamath02a,
	author = 	"Purushotham Kamath and Kun-chan Lan and John Heidemann and Joe Bannister and Joe Touch",
	title = 	"Generation of High Bandwidth Network Traffic Traces",
	booktitle = 	"Proceedings of the " # " International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems",
	year = 		2002,
	sortdate = 		"2002-10-01", 
	project = "ant, saman, conser",
	jsubject = "traffic_modeling",
	publisher =	"IEEE",
	address =	"Fort Worth, Texas, USA",
	month =		oct,
	pages =		"401--410",
	jlocation =	"johnh: folder: xxx",
	jlocation =	"johnh: pafile",
	keywords =	"RAMP, trace generation",
	copyrightterms = "	Personal use of this material is permitted.  However, 	permission to reprint/republish this material for advertising 	or promotional purposes or for creating new collective works         for resale or redistribution to servers or lists, 	or to reuse any copyrighted component of this work in other works 	must be obtained from the IEEE. ",
	url =		"https://ant.isi.edu/%7ejohnh/PAPERS/Kamath02a.html",
	pdfurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Kamath02a.pdf",
	psurl =	"https://ant.isi.edu/%7ejohnh/PAPERS/Kamath02a.ps.gz",
	myorganization =	"USC/Information Sciences Institute",
	usessoftware = "stream_merger",
	abstract = "
High bandwidth network traffic traces are needed to understand the
behavior of high speed networks (such as the Internet
backbone). However, the implementation of a mechanism to collect such
traces is difficult in practice.  In the absence of real traces, tools
to generate high bandwidth traces would aid the study of high speed
network behavior.  We describe three methods of generating high
bandwidth network traces: scaling low bandwidth network traffic
traces, merging multiple low bandwidth traces and generating traces
through simulation by scaling a structural model of real world traces.
We evaluate the generated traces and discuss the advantages and
disadvantages of each method. We also discuss some of the issues
involved in generating traces by the structural model method.",
}

High bandwidth network traffic traces are needed to understand the behavior of high speed networks (such as the Internet backbone). However, the implementation of a mechanism to collect such traces is difficult in practice. In the absence of real traces, tools to generate high bandwidth traces would aid the study of high speed network behavior. We describe three methods of generating high bandwidth network traces: scaling low bandwidth network traffic traces, merging multiple low bandwidth traces and generating traces through simulation by scaling a structural model of real world traces. We evaluate the generated traces and discuss the advantages and disadvantages of each method. We also discuss some of the issues involved in generating traces by the structural model method.

@inproceedings{ambite02:iaai,
        author="Jos\'{e} Luis Ambite and Greg Barish and Craig A. Knoblock and Maria Muslea and Jean Oh and Steven Minton",
        title="Getting from Here to There: Interactive Planning and Agent Execution for Optimizing Travel",
        booktitle="Proceedings of the Fourteenth Conference on Innovative Applications of Artificial Intelligence (IAAI-2002)",
        address="AAAI Press, Menlo Park, CA",
        pages="862--869",
        year=2002,
        urlPaper= "http://usc-isi-i2.github.io/papers/ambite02-iaai.pdf",
       	Keywords = {"Information Agents"}
}

@InProceedings{	  deelman2002ligo,
  Author	= {Ewa Deelman and Carl Kesselman and Gaurang Mehta and Leila
		  Meshkat and Laura Pearlman and Kent Blackburn and Phil
		  Ehrens and Albert Lazzarini and Roy Williams and Scott
		  Koranda},
  URL		= {http://pegasus.isi.edu/publications/ewa/hpdc11.pdf},
  Title		= {GriPhyN and LIGO, Building a Virtual Data Grid for
		  Gravitational Wave Scientists},
  BookTitle	= {High Performance Distributed Computing (HPDC)},
  Year		= {2002}
}

@inproceedings{Venugopal2002Hardware-e,
	abstract = {This paper presents a novel approach to implement a narrow band Finite Impulse Response (FIR) digital filter that requires less hardware than traditional FIR filter implementations. The hardware efficient Canonic Signed Digit (CSD) multiplier is used instead of the conventional multiplier to reduce the hardware. The digital filter has been initially designed using Simulink, DSP Blockset and has been tested for the required frequency response using Matlab. The FIR filter has been modeled and verified using Verilog HDL and is implemented using FPGA Xilinx 4000 technology. The use of the multistage multirate approach for the design of the FIR filter stages results in a hardware saving of about 80{%}.},
	author = {Venugopalan, Vivek and Abed, Khalid and Siferd, Raymond and Nerurkar, Shailesh},
	booktitle = {The 45th Midwest Symposium on Circuits and Systems, (MWSCAS-2002)},
	date-added = {2020-01-15 12:00:21 -0500},
	date-modified = {2020-01-15 12:00:21 -0500},
	keywords = {FIR filters; field programmable gate arrays; frequency response; CSD multiplier; DSP Blockset; FPGA Xilinx 4000; Matlab; Simulink; Verilog HDL model; frequency response; hardware efficiency; multistage multirate design; narrow-band FIR digital filter},
	pages = {223-226},
	title = {{Hardware Efficient Narrow Band FIR Filter}},
	ty = {CONF},
	vo = {2},
	volume = {2},
	year = {2002},
	month = sep,
	Bdsk-File-1 = {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}}

This paper presents a novel approach to implement a narrow band Finite Impulse Response (FIR) digital filter that requires less hardware than traditional FIR filter implementations. The hardware efficient Canonic Signed Digit (CSD) multiplier is used instead of the conventional multiplier to reduce the hardware. The digital filter has been initially designed using Simulink, DSP Blockset and has been tested for the required frequency response using Matlab. The FIR filter has been modeled and verified using Verilog HDL and is implemented using FPGA Xilinx 4000 technology. The use of the multistage multirate approach for the design of the FIR filter stages results in a hardware saving of about 80%.

@inproceedings{bnl,
	Author = {Greg {Ver Steeg} and {PHENIX collaboration}},
	Booktitle = {American Physical Society, 2002 Fall Meeting of the Division of Nuclear Physics},
	Number = {2002APS.DNP5P1053V},
	Title = {Hodoscope Tracker Upgrade to PHENIX for Isolating W Production in Polarized Proton Collisions at s=500 GeV at RHIC},
	Year = {2002}}

@inproceedings{DBLP:conf/ekaw/GilR02,
  author       = {Yolanda Gil and
                  Varun Ratnakar},
  editor       = {Asunci{\'{o}}n G{\'{o}}mez{-}P{\'{e}}rez and
                  V. Richard Benjamins},
  title        = {{IKRAFT:} Interactive Knowledge Representation and Acquisition from
                  Text},
  booktitle    = {Knowledge Engineering and Knowledge Management. Ontologies and the
                  Semantic Web, 13th International Conference, {EKAW} 2002, Siguenza,
                  Spain, October 1-4, 2002, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {2473},
  pages        = {27--36},
  publisher    = {Springer},
  year         = {2002},
  url          = {https://doi.org/10.1007/3-540-45810-7\_5},
  doi          = {10.1007/3-540-45810-7\_5},
  timestamp    = {Tue, 14 May 2019 10:00:39 +0200},
  biburl       = {https://dblp.org/rec/conf/ekaw/GilR02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{proc_li:seakerid:icassp02,
 address = {Orlando, FL},
 author = {Li, Ying and Narayanan, Shrikanth S. and Kuo, C.-C. Jay},
 bib2html_rescat = {mica},
 booktitle = {Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
 doi = {10.1109/ICASSP.2002.5745047},
 link = {http://sail.usc.edu/publications/files/LiICASSP2002.pdf},
 month = {May},
 pages = {2093-2096},
 title = {Identification of speakers in movie dialogs using audiovisual cues},
 year = {2002}
}