@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{Lerman04adaptive,
  author =       {Kristina Lerman},
  title =        {A Model of Adaptation in Collaborative Multi-Agent Systems},
  journal =      {Adaptive Behavior},
  year =         {2004},
  volume =       {12},
  number =       {3--4},
  pages =        {187--198},
  urlPaper={http://www.isi.edu/~lerman/papers/lerman05adaptive.pdf},
  annote =       {Same as Lerman03insects, MASI-03 workshop, Atlanta, GA, December 2003.},
  keywords =    {multi-agent-systems},
}

@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{gil_artificial_2004,
	title = {Artificial intelligence and grids: workflow planning and beyond},
	volume = {19},
	issn = {1541-1672},
	shorttitle = {Artificial intelligence and grids},
	url = {http://ieeexplore.ieee.org/document/1265882/},
	doi = {10.1109/MIS.2004.1265882},
	language = {en},
	number = {1},
	urldate = {2022-02-12},
	journal = {IEEE Intelligent Systems},
	author = {Gil, Y. and Deelman, E. and Blythe, J. and Kesselman, C. and Tangmunarunkit, H.},
	month = jan,
	year = {2004},
	pages = {26--33},
}

@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}
}