Pedro Szekely

Information Sciences Institute, University of Southern California

4676 Admiralty Way, Marina del Rey, CA 90292


Project Leader, Research Assistant Professor

Ph.D. in Computer Science, CMU, 1987

CV Bio

Pedro Szekely

pszekely@isi.edu
+1 310 448 8641

Appointment Times

Detailed information about my work:

I would love to hear from you, connect with me on LinkedIn, Facebook, Twitter, Flickr or Google+.

I like working with students. More info here.

Research Interests

Nowadays we have access to lots of data to make decisions, but it is difficult to combine these data to act on them. The problem is that these data are scattered in different sources, in different formats and schemas, and with no metadata to describe their meaning and provenance. Data can be in databases, Excel spreadsheets, CSV, XML or JSON files, or is accessible only via a Web service or REST API. My research objective is to help the consumers of these data to easily clean, transform and combine data to do analysis, and to help providers publish their data with the appropriate metadata so it is more useful to consumers.

Our approach is based on two ideas: semantics and examples. When tools understand the meaning of data, they can more effectively help users combine it in a meaningful way. To this end, we are developing techniques to semi-automatically infer the semantics of the data from examples. Users then show the system using the sample data how to they want the data combined and processed, and the system infers a workflow that can be used in batch on large datasets (big data).

I am interested in technology and applications. Our information integration toolkit Karma, is open source software that you can download to solve your information integration problems. I also collaborate with multiple organizations to apply Karma to build interesting applications in multiple domains such as intelligence analysis, bioinformatics, cultural heritage and business intelligence.

Here is a video that illustrates how we use Karma to publish the data from the Smithsonian American Art Museum as Linked Open Data:

For Students

If you want to schedule an appointment with me, do the following. 1) Take a look at my calendar to find free times. Note that I blocked off Monday afternoon and all day Wednesday to be on campus, so it shows busy, but check for the little blocks to see when I am really busy; 2) Send me email with suggested times.

I enjoy working with students. We currently have over 10 students working with us in various capacities, including two Ph.D. students, Mohsen Taheriyan and Bo Wu. I am happy to serve as dissertation advisor, and happy to guide Directed Research. There are many interesting projects that you can work on. Some are individual projects where you can work on a technical problem related to Karma, and others are group projects where you will work with a group of students to build an interesting application. For example, I am assembling a team of students for Fall 2013 to work on a smart museum tour guide that help visitors construct a customized museum tour that guides them to see the artworks they are interested in.

I expect DR students to work hard and produce an interesting demonstration, a video of the work and to contribute to a research publication (full conference paper, workshop paper or demo/poster paper). You must be prepared to work at least one day a week at ISI; we will give you office space and there is a shuttle that runs between campus and ISI every day. At ISI you will enjoy the opportunity to interact with other students and all the members of our team. I will also meet with you an additional day per week on campus to review progress and discuss any issues that come up. If you are interested, send me your CV and we can set up an appointment to discuss research topics. I also require students to complete a small programming assignment before approving the DR.

In Fall 2013 I will be co-teaching CSCI 548 (syllabus) with Professor Knoblock. The class is full, but we will teach it again in Spring 2014.

I like to meet with students at the Tutor Cafe right between Tutor Hall and EEB, right here. You will find me there at least every Wednesday between 2:30 and 3:30pm

Recent posts from my blog using the FeedWind widget

Collaborators

At ISI I work in Craig Knoblock's Information Integration Group, and I collaborate very closely with him on most projects. I collaborate with Jose Luis Ambite on information integration topics, with Gully Burns on bioinformatics data integration, with Yolanda Gil on provenance and workflows, with Yao-Yi Chiang on data mining and geospatial data integration, and with Rajiv Maheswaran and Yu-Han Chang in analysis of spatio-temporal data.

I am working with Rudi Studer, Andreas Harth and Steffen Stadtmüller from KIT on combinging their Dat-Fu engine with Karma to support integration of dynamic data; with Ruben Verborgh from Ghent University to integrate an entity resolution (reconciliation) and entity extraction capabilities in Karma; with Freddy Priyatna in Oscar Corcho's group to use Karma in his work with Google Fusion tables; with Alex Viggio and other folks from the VIVO community to use Karma as a data ingestion tool for VIVO; with Rachel Allen from the Smithsonian American Art Museum and Eleanor Fink on our work to publish museum data to the Linked Open Data cloud; with Joan Cobb from the Getty on publication of the Getty vocabularies to the Linked Open Data cloud; with Miel Vander Sande and an enthusiastic group of USC undergraduates to adapt his wonderful everythingisconnected.be work to produce stories using the Smithsonian American Art Museum data.

I am always looking for new opportunities to collaborate, so please send me a note if you see any topics of mutual interest. Nowadays, I attend the Semantic Web conferences (ISWC and ESWC) and the Intelligent User Interfaces Conference (IUI), so look for me there.

Professional

In the past, I was conference chair for UIST and IUI, and I was IUI program co-chair in 2013. I regulary review for HCI, semantic web and AI conferences. I figure I should review at least as many papers as I send. I often have at least 2 coauthors, so things should balance out.

Lately, I became interested in promoting Semantic Web in Latinoamerica. In 2012 and 2013 I taught summer courses on Semantic Web in the Universidad de los Andes, my undergraduate college, and Pontificia Universidad Javeriana, both in Bogota, Colombia. Both times I had enthusiastic students and it was a pleasure to teach the course. I intend to go back every summer to teach this class (I would like to do it in Medellin in 2014, and I need an invitation, hint?). I am also working with a team from the Universidad de los Andes in Bogota and Universidad Simon Bolivar in Caracas on a bid to host the 2015 International Semantic Web Conference, yes ISWC, in Latinamerica.

There is a group of latinamerican Semantic Web researchers, scattered all around the world, but eager to work to promote Semantic Web technologies in latinamerica. Boris Villazon-Terrazas is doing the heavy lifting organizing the group, kudos to him, and if you can help, please email me or contact Boris.

Completed Projects

Here is a list of other proejcts I worked on in the past.

Scientific metadata containing semantic descriptions of scientific data is expensive to capture and is typically not used across entire data analytic processes. We present an approach based on Karma and WINGS where semantic metadata is generated as scientific data is being prepared, and then subsequently used to configure models and to customize them to the data. The metadata captured includes sensor descriptions, data characteristics, data types, and process documentation. This metadata is then used in a workflow system to select analytic models dynamically and to set up model parameters automatically. In addition, all aspects of data processing are documented, and the system is able to generate extensive provenance records for new data products based on the metadata. Papers: ISWC'2011, Poster: AGU'2011. Collaborators: Craig Knoblock, Yolanda Gil, Tom Harmon.

Karma

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Movement data can be combined with geospatial information and transformed into probabilistic graphical models that represent both social and temporal relationships between objects in the observed area. We then apply machine-learning techniques to cluster patterns in these graphical models to assist human users in performing strategic level analysis such as behavior prediction and anomaly detection. We extended Karma to enrich the track data with information that provides the features that the analysis algorithms need to detect patterns of life in the track data and enables users to understand the context of the data. Collaborators: Craig Knoblock, Yu-Han Chang, Rajiv Maheswaran.

GAMBIT

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We extended Karma to enrich sensor data with information that enables users to understand the context in which the sensor data was collected. With Karma, users first extract from open sources a variety of information for the region of interest: business information from online phone books and directories, weather, news, events, and road vectors from raster maps. Once information is extracted, Karma helps users geolocate it, and then integrate it and associate it with sensors and buildings. Karma then exports all the information in KML layers, so that the Cosmopolis game engine can load it and show it in the 3D environment. Collaborators: Craig Knoblock, Mike Zyda.

SEAVAK

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COMPASS is an interactive real-time tool that analyzes schedule uncertainty for a stochastic task network. An important feature is that it concurrently calculates stochastic critical paths and critical tasks. COMPASS visualizes this information on top of a traditional Gantt view, giving users insight into how delays caused by uncertain durations propagate down the schedule. Users use sliders to adjust the distribution of the duration of any set of activities and see in real-time the effects on the start and end times of activities, and the critical paths they give rise to. Evaluations with 10 users show that users can use \compass to answer a variety of questions about the possible evolutions of a schedule (e.g., what is the likelihood that all activities will complete before a given date?). Movie: COMPASS features, Paper: IUI'2012. Students: Yan Wang, Huihui Chen, Karan Singh. Collaborators: Rajiv Maheswaran, Yu-Han Chang

SEAVAK

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VizScript is a generic framework that expedites the process of creating visualizations to debug and under- stand complex multi-agent systems. VizScript combines a generic application instrumentation, a knowledge-base, and simple scene definitions primitives with a reasoning system, to produce an easy to use visualization platform. Using VizScript, users are able to recreate the visualizations for a complex multi- agent system with an order-of-magnitude less effort than was required in a Java implementation. Papers: IUI'2008a, IUI'2008b. Student: Jin Jing (graduated), Collaborators: Rajiv Maheswaran, Romeo Sanchez.

VizScript Execution VizScript Agents VizScript Histogram

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VizPattern is an interactive visual query environment that uses a comic strip metaphor to enable users to easily and quickly define and locate complex temporal patterns. Evalu- ations provide evidence that VizPattern is applicable in many domains, and that it enables a wide variety of users to answer questions about temporal data faster and with fewer errors than existing state-of-the-art visual analysis systems. Movie, Papers: VL/HCC'2009, VAST'2010. Student: Jin Jing (graduated).

VizPattern

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The Living Classroom project seeked to offer children unique, differentiated learning experiences that reflect their specific needs and to do so with the affordability and ease of use that brings premiere teaching within the reach of every American student.  Its goal: to provide teachers with the comprehensive, integrated information they need to customize each child's experiences readily every school day. Project web site

Living Classroom

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The objective is to create distributed intelligent software systems that will help fielded units adapt their mission plans as the situation around them changes and impacts their plans. Intelligent software Coordinators do this by reasoning about the tasks assigned to a given unit, the task timings, how the tasks interact with those of other units, and by evaluating possible changes such as changing task timings, task assignments, or selecting from pre-planned contingencies. Movies: AAMAS/ICAPS 2010 demo, system, Papers: ICAPS'2005 (wkshp), AAAI SS'2006, AAMAS'2006, AAMAS MSDM'2006, AAMAS LSMAS'2006, AAAI'2007, AAMAS'2008, ICAPS'2008, AAMAS'2009, ICAPS PSUU'2010, AAMAS OPTMAS'2010, AAMAS'2010 (best demo), AAMAS CHACIE'2010, AAMAS ARDE'2010, PRIMA'2011

Living Classroom

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The objective is to develop intelligent autonomous radio relay nodes that exploit movement to establish and manage mesh networks in urban settings using small, inexpensive, smart robotic radio relay nodes. As the situation changes, the nodes will adapt the network, self-healing if nodes are destroyed, stretching if soldiers move. Through movement and density, the LANdroids will enable effective communications in complex non-line-of-sight environments. Our bio-inspired, distributed control algorithm called TENTACLES directs robots' exploration to grow tentacles starting from soldiers of the gateway, establishing links when tentacles meet. Tentacles are disolved when they fail to meet other tentacles. Simulation movies 1, 2, 3. Paper: IROS'2009

LANdroids

The Commander's Coordinator retrieves current status from the units in the field and assembles and integrated plan overview that shows Commanders who is doing what and where. It monitors plan execution predicting possible failures, presents options for Commanders to choose from, intelligently alerts affected units about possible ripple effects, and distributes plan modifications to repair plans.

Commander's Coordinator

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The objective was to build a human-in-the-loop scheduling system that enables operators to state scheduling goals and that helps them refine their goals and the schedule to produce schedules that balance many conflicting goals. The system was implemented in the context of US Marines aviation, and was used to help operators produce weekly and daily flight schedules. The system was deployed for testing in the US Marines air base in Yuma Arizona and onboard ships operating in the Middle East. More details available from the Final Report to DARPA, ANTS ebook and the project web site.

LANdroids

The objective was to build a system to enable end-users to specify rules for specifying the best contracts for fullfilling orders in a purchasing system. The system receives requisitions for items in electronic form, queries a database of preferred vendors to determine possible sources of supply, and applies rules to filter and rank these sources according to policies established by contract managers. The system was developed and tested in the context of applications for the Defense Logistics Agency (DLA). Project final documentation.

LANdroids

Publications

My publications are here, and you can also find them in Google Scholar and Research Gate. The tag cloud shows the common words in my last 12 publications.

by Wordle

Full List of Publications

A Graph-based Approach to Learn Semantic Descriptions of Data Sources. Taheriyan, M.; Knoblock, C. A.; Szekely, P.; and Ambite, J. L. In Proceedings of the 12th International Semantic Web Conference (ISWC 2013), 2013.
A Graph-based Approach to Learn Semantic Descriptions of Data Sources [.pdf]Paper A Graph-based Approach to Learn Semantic Descriptions of Data Sources [bib]Bibtex   48 downloads  
Mind Your Metadata: Exploiting Semantics for Configuration, Adaptation, and Provenance in Scientific Workflows. Gil, Y.; Szekely, P.; Villamizar, S.; Harmon; C, T.; Ratnakar, V.; Gupta, S.; Muslea, M.; Silva, F.; Knoblock; and A, C. In Proceedings of the Tenth International Semantic Web Conference (ISWC 2011), Bonn, Germany, 2011.
Mind Your Metadata: Exploiting Semantics for Configuration, Adaptation, and Provenance in Scientific Workflows [.pdf]Slides Mind Your Metadata: Exploiting Semantics for Configuration, Adaptation, and Provenance in Scientific Workflows [.pdf]Paper Mind Your Metadata: Exploiting Semantics for Configuration, Adaptation, and Provenance in Scientific Workflows [bib]Bibtex    
Multi-agent systems for the real world. Maheswaran; T, R.; Rogers; Milo, C.; Sanchez, R.; Szekely, P.; Gati, G.; Smyth, K.; and VanBuskirk, C. In Sierra, C.; Castelfranchi, C.; Decker; S, K.; Sichman; and Simão, J., editor, 8th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2009), Budapest, Hungary, May 10-15, 2009, Volume 2, page 1281--1282, 2009. IFAAMAS.
Multi-agent systems for the real world [bib]Bibtex    
Predictability \& criticality metrics for coordination in complex environments. Maheswaran; T, R.; Szekely, P.; Becker, M.; Fitzpatrick, S.; Gati, G.; Jin, J.; Neches, R.; Noori, N.; Rogers, C.; Sanchez, R.; Smyth, K.; and VanBuskirk, C. In Maheswaran; T, R.; Szekely; A, P.; Becker, M.; Fitzpatrick, S.; Gati, G.; Jin, J.; Neches, R.; Noori, N.; Rogers, C.; Sanchez, R.; Smyth, K.; and VanBuskirk, C., editor, Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems (AAMAS 2008), page 647--654, May 2008. International Foundation for Autonomous Agents and Multiagent Systems.
Predictability \& criticality metrics for coordination in complex environments [.pdf]Paper Predictability \& criticality metrics for coordination in complex environments [bib]Bibtex     Abstract
CSC: Criticality-Sensitive Coordination. Szekely, P.; Becker, M.; Fitzpatrick, S.; Gati, G.; Hanak, D.; Jin, J.; Karsai, G.; Maheswaran; T, R.; Neches, B.; Rogers; M, C.; Sanchez, R.; and van Buskirk, C. In Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems (AAMAS 2006), May 2006. ACM.
CSC: Criticality-Sensitive Coordination [.pdf]Paper CSC: Criticality-Sensitive Coordination [bib]Bibtex     Abstract
HandsOn: Dynamic Interface Presentations by Example. Castells, P.; Szekely; and A, P. In Bullinger, H.; and Ziegler, J., editor, Human-Computer Interaction: Ergonomics and User Interfaces, Proceedings of HCI International '99 (the 8th International Conference on Human-Computer Interaction), Munich, Germany, August 22-26, 1999, Volume 1, page 1288--1292, 1999. Lawrence Erlbaum.
HandsOn: Dynamic Interface Presentations by Example [bib]Bibtex    
Declarative Interface Models for User Interface Construction Tools: the MASTERMIND Approach. Szekely, P.; Sukaviriya; Noi, P.; Castells, P.; Muthukumarasamy, J.; and Salcher, E. In Bass; J, L.; and Unger, C., editor, Engineering for Human Computer Interaction (EHCI), page 120--150, 1995. Chapman and Hall.
Declarative Interface Models for User Interface Construction Tools: the MASTERMIND Approach [.pdf]Paper Declarative Interface Models for User Interface Construction Tools: the MASTERMIND Approach [bib]Bibtex     Abstract
Facilitating the Exploration of Interface Design Alternatives: The HUMANOID Model of Interface Design. Szekely, P.; Luo, P.; and Neches, R. In Proceedings of ACM CHI'92 Conference on Human Factors in Computing Systems, page 507--515, 1992.
Facilitating the Exploration of Interface Design Alternatives: The HUMANOID Model of Interface Design [.pdf]Paper Facilitating the Exploration of Interface Design Alternatives: The HUMANOID Model of Interface Design [bib]Bibtex     Abstract
Decision-Support for Real-Time Multi-Agent Coordination. Maheswaran; T, R.; Rogers; M, C.; Sanchez, R.; and Szekely, P. In Proceedings of the 9th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2010 demonstration -- Best Demonstration Award), Toronto, Canada, May 2010.
Decision-Support for Real-Time Multi-Agent Coordination [.pdf]Paper Decision-Support for Real-Time Multi-Agent Coordination [bib]Bibtex    
Model-Based Interface Development. Puerta, A.; and Szekely, P. In Tutorial Notes, ACM CHI'94 Conference on Human Factors in Computing Systems, page 389--390, 1994.
Model-Based Interface Development [bib]Bibtex     Abstract
Mapping Existing Data Sources into VIVO. Knoblock; A, C.; Szekely, P.; Muslea, M.; and Gupta, S. . August 2012.
Mapping Existing Data Sources into VIVO [.pdf]Paper Mapping Existing Data Sources into VIVO [bib]Bibtex   1 download  
Integrating pointer variables into one-way constraint models. Zanden, B. V.; Myers; A, B.; Giuse; A, D.; and Szekely, P. Transactions on Computer-Human Interaction (TOCHI), 1(2):161--213. June 1994.
Integrating pointer variables into one-way constraint models [.pdf]Paper Integrating pointer variables into one-way constraint models [bib]Bibtex     Abstract
Semi-Automatically Modeling Web APIs to Create Linked APIs. Taheriyan, M.; Knoblock; A, C.; Szekely, P.; Ambite; and Luis, J. In Proceedings of the ESWC 2012 Workshop on Linked APIs, 2012.
Semi-Automatically Modeling Web APIs to Create Linked APIs [.com/pu5smfc7iexa/giscience-2012-generating-named-road-vector-data-from-raster-maps/]Slides Semi-Automatically Modeling Web APIs to Create Linked APIs [.pdf]Paper Semi-Automatically Modeling Web APIs to Create Linked APIs [bib]Bibtex    
Towards a General Framework for Human Guidance in Real-Time Multi-Agent Coordination. Maheswaran; T, R.; Rogers; M, C.; Sanchez, R.; and Szekely, P. In Proceedings of the AAMAS 2010 Workshop on Collaborative Human/AI Control for Interactive Experiences, Toronto, Canada, May 2010.
Towards a General Framework for Human Guidance in Real-Time Multi-Agent Coordination [.pdf]Paper Towards a General Framework for Human Guidance in Real-Time Multi-Agent Coordination [bib]Bibtex    
Plan Execution and Coordination. Szekely, P.; Neches, R.; Becker, M.; Fitzpatrick, S.; van Buskirk, C.; Fisher, D.; and Karsai, G. In Proceedings of ICAPS Workshop: Plan Execution: A Reality Check, Monterey, California, June 2005.
Plan Execution and Coordination [.pdf]Paper Plan Execution and Coordination [bib]Bibtex     Abstract
Automatic Web Page Adaptation. Lopez, J.; and Szekely, P. In Proceedings of the CHI-2001 Workshop Transforming the UI for anyone, anywhere, Seattle, Washington, April 2001.
Automatic Web Page Adaptation [bib]Bibtex    
Retrospective and Challenges for Model-Based Interface Development. Szekely; and A, P. In Bodart, F.; and Vanderdonckt, J., editor, Design, Specification and Verification of Interactive Systems'96, Proceedings of the Third International Eurographics Workshop, June 5-7, 1996, Namur, Belgium, page 1--27, 1996. Springer.
Retrospective and Challenges for Model-Based Interface Development [.pdf]Paper Retrospective and Challenges for Model-Based Interface Development [bib]Bibtex     Abstract
Connecting the Smithsonian American Art Museum to the Linked Data Cloud (best in-use paper). Szekely, P.; Knoblock; A, C.; Fengyu, Y.; Zhu, X.; Fink, E.; Allen, R.; and Goodlander, G. In Proceedings of the 10th Extended Semantic Web Conference (ESWC 2013), Montpellier, May 2013.
Connecting the Smithsonian American Art Museum to the Linked Data Cloud (best in-use paper) [.com/watch?v=1Vaytr09H1w&feature=share&list=PLdD4tO6i0DwMXmBhOwlt7zEZKoOWrWpOA]Youtube Connecting the Smithsonian American Art Museum to the Linked Data Cloud (best in-use paper) [.re/18vxMnn]Slideshare Connecting the Smithsonian American Art Museum to the Linked Data Cloud (best in-use paper) [.pdf]Paper Connecting the Smithsonian American Art Museum to the Linked Data Cloud (best in-use paper) [bib]Bibtex   4 downloads  
Automated Adaptation of Strategic Guidance in Multiagent Coordination. Maheswaran; T, R.; Szekely, P.; and Sanchez, R. In Proceedings of the 14th International Conference on Principles and Practice of Multi-Agent Systems (PRIMA 2011), Wollongong, Australia, November 2011.
Automated Adaptation of Strategic Guidance in Multiagent Coordination [.pdf]Paper Automated Adaptation of Strategic Guidance in Multiagent Coordination [bib]Bibtex    
QueryMarvel: A visual query language for temporal patterns using comic strips. Jin, J.; and Szekely, P. In VL/HCC, page 207--214, Washington, DC, USA, 2009. IEEE.
QueryMarvel: A visual query language for temporal patterns using comic strips [.pdf]Paper QueryMarvel: A visual query language for temporal patterns using comic strips [bib]Bibtex    
Interfaces for team coordination. Sanchez, R.; Jin, J.; Maheswaran; T, R.; and Szekely, P. In Bradshaw; M, J.; Lieberman, H.; and Staab, S., editor, Proceedings of the 2008 International Conference on Intelligent User Interfaces (IUI 2008), January 13-16, 2008, Gran Canaria, Canary Islands, Spain, page 427--428, 2008. ACM.
Interfaces for team coordination [.pdf]Paper Interfaces for team coordination [bib]Bibtex    
CSC: Criticality-Sensitive Coordination. Szekely, P.; Becker, M.; Fitzpatrick, S.; Gati, G.; Hanak, D.; Jin, J.; Karsai, G.; Maheswaran; T, R.; Neches, R.; Rogers; Milo, C.; Sanchez, R.; van Buskirk; and P, C. In Nakashima, H.; Wellman; P, M.; Weiss, G.; and Stone, P., editor, 5th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2006), Hakodate, Japan, May 8-12, 2006, page 1441--1442, 2006. ACM.
CSC: Criticality-Sensitive Coordination [bib]Bibtex    
Collapsible User Interfaces for Information Retrieval Agents. Frank, M.; and Szekely, P. In Proceedings of the 4th international conference on Intelligent user interfaces (IUI 1999), page 15--22, Los Angeles, CA, USA, 1999. ACM.
Collapsible User Interfaces for Information Retrieval Agents [.pdf]Paper Collapsible User Interfaces for Information Retrieval Agents [bib]Bibtex     Abstract
Automatic Generation of Help from Interface Design Models. Moriyon, R.; Szekely, P.; and Neches, R. In Proceedings of ACM CHI'94 Conference on Human Factors in Computing Systems, page 225--231, 1994.
Automatic Generation of Help from Interface Design Models [.pdf]Paper Automatic Generation of Help from Interface Design Models [bib]Bibtex     Abstract
The Importance of Pointer Variables in Constraint Models. Zanden; Vander, B.; Myers; A, B.; Giuse, D.; and Szekely, P. In Rhyne; and R, J., editor, Proceedings of the 4th Annual ACM Symposium on User Interface Software and Technology (UIST 1991), Hilton Head, South Carolina, USA, November 11-13, 1991, page 155--164, 1991. ACM.
The Importance of Pointer Variables in Constraint Models [.pdf]Paper The Importance of Pointer Variables in Constraint Models [bib]Bibtex     Abstract
Real-Time Multi-Agent Planning and Scheduling in Dynamic Uncertain Domains. Maheswaran; T, R.; Rogers; M, C.; Sanchez, R.; and Szekely, P. In Proceedings of the 20th International Conference on Automated Planning and Scheduling (ICAPS 2010 demonstration), Toronto, Canada, May 2010.
Real-Time Multi-Agent Planning and Scheduling in Dynamic Uncertain Domains [.pdf]Paper Real-Time Multi-Agent Planning and Scheduling in Dynamic Uncertain Domains [bib]Bibtex    
Using Classification and Separation to Build Intelligent Interfaces. Szekely, P. SIGCHI Bull., 20(1):76--77. July 1988.
Using Classification and Separation to Build Intelligent Interfaces [.1046414]Paper Using Classification and Separation to Build Intelligent Interfaces [bib]Bibtex    
Building Mashups by Demonstration. Tuchinda, R.; Knoblock; A, C.; and Szekely, P. ACM Transactions on the Web (TWEB), 5(3):1--45. July 2011.
Building Mashups by Demonstration [.1993058]Link Building Mashups by Demonstration [.pdf]Paper Building Mashups by Demonstration [bib]Bibtex   2 downloads  
Graceful Interaction Through the COUSIN Command Interface. Hayes, P. J.; and Szekely, P. International Journal of Man-Machine Studies, 19(3):285--306. 1983.
Graceful Interaction Through the COUSIN Command Interface [.pdf]Paper Graceful Interaction Through the COUSIN Command Interface [bib]Bibtex     Abstract
Exploiting Semantics of Web Services for Geospatial Data Fusion. Szekely, P.; Knoblock; A, C.; Gupta, S.; Taheriyan, M.; and Wu, B. In Proceedings of the SIGSPATIAL International Workshop on Spatial Semantics and Ontologies (SSO 2011), Chicago, IL, 2011.
Exploiting Semantics of Web Services for Geospatial Data Fusion [.pdf]Slides Exploiting Semantics of Web Services for Geospatial Data Fusion [.pdf]Paper Exploiting Semantics of Web Services for Geospatial Data Fusion [bib]Bibtex    
Enabling Flexible Human Strategic Guidance for Multi-Agent Planning and Scheduling in Dynamic Uncertain Domains. Maheswaran; T, R.; Rogers; M, C.; Sanchez, R.; and Szekely, P. In Proceedings of the ICAPS 2010 Workshop on Planning and Scheduling Under Uncertainty, Toronto, Canada, May 2010.
Enabling Flexible Human Strategic Guidance for Multi-Agent Planning and Scheduling in Dynamic Uncertain Domains [.pdf]Paper Enabling Flexible Human Strategic Guidance for Multi-Agent Planning and Scheduling in Dynamic Uncertain Domains [bib]Bibtex    
A Mixed-Initiative System for Building Mixed-Initiative Systems. Knoblock; A, C.; Szekely, P.; and Tuchinda, R. In Proceedings of the AAAI Fall Symposium on Mixed-Initiative Problem-Solving Assistants, 2005.
A Mixed-Initiative System for Building Mixed-Initiative Systems [.pdf]Slides A Mixed-Initiative System for Building Mixed-Initiative Systems [.pdf]Paper A Mixed-Initiative System for Building Mixed-Initiative Systems [bib]Bibtex    
Web page adaptation for universal access. Lopez, J.; Szekely; and A, P. In Stephanidis, C., editor, Universal Access In HCI: Towards an Information Society for All, Proceedings of HCI International '2001 (the 9th International Conference on Human-Computer Interaction), New Orleans, USA, August 5-10, 2001, Volume 3, page 690--694, 2001. Lawrence Erlbaum.
Web page adaptation for universal access [.pdf]Paper Web page adaptation for universal access [bib]Bibtex    
User Interface Prototyping: Tools and Techniques. Szekely; and A, P. In Taylor; N, R.; and Coutaz, J., editor, ICSE Workshop on SE-CHI, page 76--92, 1994. Springer.
User Interface Prototyping: Tools and Techniques [.pdf]Paper User Interface Prototyping: Tools and Techniques [bib]Bibtex    
Rapidly Integrating Services into the Linked Data Cloud. Taheriyan, M.; Knoblock, C. A.; Szekely, P.; and Ambite, J. L. In Proceedings of the 11th International Semantic Web Conference (ISWC 2012), 2012.
Rapidly Integrating Services into the Linked Data Cloud [.com/watch?v=3L1G5kh5jYg&list=PLdD4tO6i0DwMXmBhOwlt7zEZKoOWrWpOA&index=10]Youtube Rapidly Integrating Services into the Linked Data Cloud [.pdf]Slidesresentation Rapidly Integrating Services into the Linked Data Cloud [.pdf]Poster Rapidly Integrating Services into the Linked Data Cloud [.pdf]Paper Rapidly Integrating Services into the Linked Data Cloud [bib]Bibtex   45 downloads  
Interactive Querying of Temporal Data Using A Comic Strip Metaphor. Jin, J.; and Szekely, P. In Proceedings IEEE Conference on Visual Analytics Science and Technology, Salt Lake City, Utah, October 2010.
Interactive Querying of Temporal Data Using A Comic Strip Metaphor [.pdf]Paper Interactive Querying of Temporal Data Using A Comic Strip Metaphor [bib]Bibtex    
VizScript: on the creation of efficient visualizations for understanding complex multi-agent systems. Jin, J.; Sanchez, R.; Maheswaran; T, R.; and Szekely, P. In Bradshaw; M, J.; Lieberman, H.; and Staab, S., editor, Proceedings of the 2008 International Conference on Intelligent User Interfaces (IUI 2008), January 13-16, 2008, Gran Canaria, Canary Islands, Spain, page 40--49, 2008. ACM.
VizScript: on the creation of efficient visualizations for understanding complex multi-agent systems [.pdf]Paper VizScript: on the creation of efficient visualizations for understanding complex multi-agent systems [bib]Bibtex    
Centralized, Distributed or Something Else? Making Timely Decisions in Multi-Agent Systems. Harbers, T.; Maheswaran; T, R.; and Szekely, P. In AAAI 2007, page 738--743, 2007. AAAI Press.
Centralized, Distributed or Something Else? Making Timely Decisions in Multi-Agent Systems [.pdf]Paper Centralized, Distributed or Something Else? Making Timely Decisions in Multi-Agent Systems [bib]Bibtex    
WebScripter: Grass-Roots Ontology Alignment via End-User Report Creation. Yan, B.; Frank; R, M.; Szekely, P.; Neches, R.; and Lopez, J. In Fensel, D.; Sycara; P, K.; and Mylopoulos, J., editor, The Semantic Web, Second International Semantic Web Conference (ISWC 2003), Sanibel Island, FL, USA, October 20-23, 2003, Proceedings, page 676--689, 2003. Springer.
WebScripter: Grass-Roots Ontology Alignment via End-User Report Creation [.pdf]Paper WebScripter: Grass-Roots Ontology Alignment via End-User Report Creation [bib]Bibtex     Abstract
Adaptive Forms: An Interaction Paradigm for Entering Structured Data. Frank; R, M.; and Szekely, P. In Proceedings of the 3rd international conference on Intelligent user interfaces (IUI 1998), page 153--160, San Francisco, California, United States, January 1998. ACM.
Adaptive Forms: An Interaction Paradigm for Entering Structured Data [.pdf]Paper Adaptive Forms: An Interaction Paradigm for Entering Structured Data [bib]Bibtex     Abstract
Management of Interface Design in HUMANOID. Luo, P.; Szekely, P.; and Neches, R. In CHI '93: Proceedings of the INTERACT '93 and CHI '93 conference on Human factors in computing systems, page 107--114, New York, NY, USA, 1993. ACM.
Management of Interface Design in HUMANOID [.pdf]Paper Management of Interface Design in HUMANOID [bib]Bibtex     Abstract
Template-based mapping of application data interactive displays. Szekely, P. In Hudson; and E, S., editor, Proceedings of the 3rd Annual ACM Symposium on User Interface Software and Technology (UIST 1990), Snowbird, Utah, USA, October 3-5, 1990, page 1--9, 1990. ACM.
Template-based mapping of application data interactive displays [.pdf]Paper Template-based mapping of application data interactive displays [bib]Bibtex     Abstract
Beyond the Elves: Making Intelligent Agents Intelligent. Knoblock; A, C.; Ambite; Luis, J.; Carman, M.; Michelson, M.; Szekely, P.; and Tuchinda, R. AI Magazine, 29(2):33--42. 2008.
Beyond the Elves: Making Intelligent Agents Intelligent [.pdf]Paper Beyond the Elves: Making Intelligent Agents Intelligent [bib]Bibtex   1 download  
A user interface toolkit based on graphical objects and constraints. Szekely, P.; and Myers, B. ACM SIGPLAN Notices, 23(11):36--45. 1988.
A user interface toolkit based on graphical objects and constraints [.pdf]Paper A user interface toolkit based on graphical objects and constraints [bib]Bibtex     Abstract
Lessons learned from programmers' experiences with one-way constraints. Zanden, V.; T, B.; Halterman; L, R.; Myers; A, B.; Miller; C, R.; Szekely, P.; Giuse; A, D.; Kosbie; S, D.; McDaniel; and G, R. Softw, Pract. Exper, 35(13):1275--1298. 2005.
Lessons learned from programmers' experiences with one-way constraints [.671]Paper Lessons learned from programmers' experiences with one-way constraints [bib]Bibtex    
A Semantic Approach to Retrieving, Linking, and Integrating Heterogeneous Geospatial Data. Zhang, Y.; Chang, Y.; Szekely, P.; and Knoblock, C. A. In Proceedings of the 2013 IJCAI Workshop on Semantic Cities, 2013.
A Semantic Approach to Retrieving, Linking, and Integrating Heterogeneous Geospatial Data [.pdf]Paper A Semantic Approach to Retrieving, Linking, and Integrating Heterogeneous Geospatial Data [bib]Bibtex   3 downloads  
Interactively Mapping Data Sources into the Semantic Web. Knoblock; A, C.; Szekely, P.; Ambite; Luis, J.; Gupta, S.; Goel, A.; Muslea, M.; Lerman, K.; and Mallick, P. In Proceedings of the First International Workshop on Linked Science 2011 in Conjunction with the 10th International Semantic Web Conference, Bonn, Germany, 2011.
Interactively Mapping Data Sources into the Semantic Web [.pdf]Slides Interactively Mapping Data Sources into the Semantic Web [.pdf]Paper Interactively Mapping Data Sources into the Semantic Web [.org/Vol-783/]Link Interactively Mapping Data Sources into the Semantic Web [bib]Bibtex   1 download  
Distributed Scheduling for Multi-Agent Teamwork in Uncertain Domains: Criticality-Sensitive Coordination. Maheswaran; T, R.; Rogers; Milo, C.; Sanchez, R.; Szekely; A, P.; and Chen, P. In In Proceedings of the AAMAS 2006 Workshop on Multiagent Sequential Decision Making, Hakodate, Japan, May 2006.
Distributed Scheduling for Multi-Agent Teamwork in Uncertain Domains: Criticality-Sensitive Coordination [.pdf]Paper Distributed Scheduling for Multi-Agent Teamwork in Uncertain Domains: Criticality-Sensitive Coordination [bib]Bibtex    
Coordinated Aggressive Bidding in Distributed. Chen, J.; Bugacov, R.; Szekely, P.; Frank, M.; Cai, M.; Kim, D.; and Neches, R. In In Proceedings of the AAMAS 2003 Workshop on Representations and Approaches for Time-critical Decentralized Resource/Role/Task Allocation, Melbourne , Australia, July 2003.
Coordinated Aggressive Bidding in Distributed [.pdf]Paper Coordinated Aggressive Bidding in Distributed [bib]Bibtex     Abstract
Presentation Models by Example. Castells, P.; Szekely; and A, P. In Duke; J, D.; Puerta; and R, A., editor, Design, Specification and Verification of Interactive Systems'99, Proceedings of the Eurographics Workshop in Braga, Portugal, June 2-4, 1999, page 100--116, 1999. Springer.
Presentation Models by Example [.pdf]Paper Presentation Models by Example [bib]Bibtex     Abstract
Toward Ontology-Based Frameworks for Knowledge-Acquisition Tools. Puerta; R, A.; Neches, R.; Eriksson, H.; Szekely, P.; Luo, P.; Musen; and A, M. In In Proceedings of the Eigth KnowledgeAcquisition Workshop for Knowledge-Based Systems, 1994.
Toward Ontology-Based Frameworks for Knowledge-Acquisition Tools [.pdf]Paper Toward Ontology-Based Frameworks for Knowledge-Acquisition Tools [bib]Bibtex     Abstract
Semi-automatically mapping structured sources into the semantic web. Knoblock; A, C.; Szekely, P.; Ambite; Luis, J.; Goel, A.; Gupta, S.; Lerman, K.; Muslea, M.; Taheriyan, M.; and Mallick, P. In Proceedings of the 9th international conference on The Semantic Web: research and applications (ESWC 2012), page 375--390, Berlin, Heidelberg, 2012. Springer-Verlag.
Semi-automatically mapping structured sources into the semantic web [.com/watch?v=kUIqTI56oeQ&feature=share&list=PLdD4tO6i0DwMXmBhOwlt7zEZKoOWrWpOA]]Youtube Semi-automatically mapping structured sources into the semantic web [.pdf]Slides Semi-automatically mapping structured sources into the semantic web [.pdf]Paper Semi-automatically mapping structured sources into the semantic web [bib]Bibtex   3 downloads  
Multi-agent systems for the real world. Maheswaran, R.; Rogers; Milo, C.; Sanchez, R.; Szekely, P.; Gati, G.; Smyth, K.; and VanBuskirk, C. In Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2009), May 2009. International Foundation for Autonomous Agents and Multiagent Systems.
Multi-agent systems for the real world [.pdf]Paper Multi-agent systems for the real world [bib]Bibtex   1 download   Abstract
Criticality Metrics for Distributed Plan and Schedule Management. Maheswaran; T, R.; and Szekely, P. In Rintanen, J.; Nebel, B.; Beck; Christopher, J.; Hansen; and A, E., editor, Proceedings of the Eighteenth International Conference on Automated Planning and Scheduling (ICAPS 2008), Sydney, Australia, September 14-18, 2008, page 214--221, 2008. AAAI.
Criticality Metrics for Distributed Plan and Schedule Management [.pdf]Paper Criticality Metrics for Distributed Plan and Schedule Management [bib]Bibtex    
VizScript: visualizing complex interactions in multi-agent systems. Jin, J.; Maheswaran; T, R.; Sanchez, R.; and Szekely, P. In Jin, J.; Maheswaran; T, R.; Sanchez, R.; Szekely; and A, P., editor, Proceedings of the 12th international conference on Intelligent user interfaces (IUI 2007), page 369--372, January 2007. ACM Request Permissions.
VizScript: visualizing complex interactions in multi-agent systems [.pdf]Paper VizScript: visualizing complex interactions in multi-agent systems [bib]Bibtex     Abstract
MAAN: a multi-attribute addressable network for grid information services. Cai, M.; Frank, M.; Chen, J.; and Szekely, P. In page 184 - 191, nov. 2003.
MAAN: a multi-attribute addressable network for grid information services [.pdf]Paper MAAN: a multi-attribute addressable network for grid information services [bib]Bibtex     Abstract
Customized Web-Based Data Presentation. Saiz, F.; Szekely, P.; and Devang, P. In Maurer; A, H.; Olson; and G, R., editor, Proceedings of WebNet 98 - World Conference on the WWW and Internet Intranet, Orlando, Florida, USA, November 7-12, 1998, 1998. AACE.
Customized Web-Based Data Presentation [.pdf]Paper Customized Web-Based Data Presentation [bib]Bibtex    
Beyond Interface Builders: Model-Based Interface Tools. Szekely, P.; Luo, P.; and Neches, R. In CHI '93: Proceedings of the INTERACT '93 and CHI '93 conference on Human factors in computing systems, page 383--390, 1993.
Beyond Interface Builders: Model-Based Interface Tools [.pdf]Paper Beyond Interface Builders: Model-Based Interface Tools [bib]Bibtex     Abstract
Standardizing the Interface Between Applications and UIMSs. Szekely, P. In Proceedings of the 2nd annual ACM Symposium on User Interface Software and Technology (UIST 1989), page 34--42, 1989. ACM.
Standardizing the Interface Between Applications and UIMSs [.pdf]Paper Standardizing the Interface Between Applications and UIMSs [bib]Bibtex     Abstract
Transforming the UI for anyone. anywhere: enabling an increased variety of users, devices, and tasks through interface transformations. Wiecha, C.; and Szekely, P. In Proceedings of ACM CHI 2001 Conference on Human Factors in Computing Systems, page 483--484, 2001.
Transforming the UI for anyone. anywhere: enabling an increased variety of users, devices, and tasks through interface transformations [.pdf]Paper Transforming the UI for anyone. anywhere: enabling an increased variety of users, devices, and tasks through interface transformations [bib]Bibtex     Abstract
Modular implementation of presentations. Szekely, P. SIGCHI Bull., 18(4):235--240. 1987.
Modular implementation of presentations [.pdf]Paper Modular implementation of presentations [bib]Bibtex   1 download   Abstract
MAAN: A Multi-Attribute Addressable Network for Grid Information Services. Cai, M.; Frank, M.; Chen, J.; and Szekely, P. Journal of Grid Computing, 2(1):184--191. 2004.
MAAN: A Multi-Attribute Addressable Network for Grid Information Services [.pdf]Paper MAAN: A Multi-Attribute Addressable Network for Grid Information Services [bib]Bibtex     Abstract
On-the-fly Integration of Static and Dynamic Sources. Harth, A.; Knoblock, C.; Stadtmüller, S.; Studer, R.; and Szekely, P. In Proceedings of the Fourth International Workshop on Consuming Linked Data (COLD2013), 2013.
On-the-fly Integration of Static and Dynamic Sources [bib]Bibtex    
Human-Guided Real-Time Multi-Agent Coordination in Dynamic Uncertain Domains. Maheswaran; T, R.; Rogers; M, C.; Sanchez, R.; and Szekely, P. In Proceedings of the AAMAS 2010 Workshop on Agents in Real-time and Dynamic Environments, Toronto, Canada, May 2010.
Human-Guided Real-Time Multi-Agent Coordination in Dynamic Uncertain Domains [.pdf]Paper Human-Guided Real-Time Multi-Agent Coordination in Dynamic Uncertain Domains [bib]Bibtex    
An Examination of Criticality-Sensitive Approaches to Coordination. Szekely, P.; Maheswaran, R.; Neches, R.; Rogers, C.; Sanchez, R.; Becker, M.; Fitzpatrick, S.; Gati, G.; Hanak, D.; Karsai, G.; and van Buskirk, C. In In AAAI Spring Symposium on Distributed Plan and Schedule Management, page 136--142, 2006. AAAI Press.
An Examination of Criticality-Sensitive Approaches to Coordination [.pdf]Paper An Examination of Criticality-Sensitive Approaches to Coordination [bib]Bibtex    
WebScripter: World-Wide Grass-roots OntologyTranslation via Implicit End-User Alignment. Frank; R, M.; Szekely; A, P.; Neches, R.; Yan, B.; and Lopez, J. In Frank, M.; Noy; F, N.; and Staab, S., editor, Proceedings of the WWW2002 International Workshop on the Semantic Web, Hawaii, May 7, 2002, 2002. CEUR-WS.org.
WebScripter: World-Wide Grass-roots OntologyTranslation via Implicit End-User Alignment [.pdf]Paper WebScripter: World-Wide Grass-roots OntologyTranslation via Implicit End-User Alignment [bib]Bibtex     Abstract
Controlling Supplier Selection in an Automated Purchasing System. Szekely, P.; Neches, B.; Benjamin, D.; Chen, J.; Rogers; and Milo, C. In In Proceedings of the AAAI'99 Workshop on AI in Electronic Commerce (AIEC'99), Menlo Park, California, June 1999. AAAI Press.
Controlling Supplier Selection in an Automated Purchasing System [.pdf]Paper Controlling Supplier Selection in an Automated Purchasing System [bib]Bibtex     Abstract
Knowledgeable Development Environments Using Shared Design Models. Neches, R.; Foley, J.; Szekely, P.; Sukaviriya, P.; Luo, P.; Kovacevic, S.; and Hudson, S. In Proceedings of the 1993 International Workshop on Intelligent User Interfaces, page 63--70, 1993.
Knowledgeable Development Environments Using Shared Design Models [.pdf]Paper Knowledgeable Development Environments Using Shared Design Models [bib]Bibtex     Abstract
Interactive Uncertainty Analysis. Szekely, P.; Maheswaran; T, R.; Chang, Y.; Wang, Y.; Cheng, H.; and Singh, K. In Proceedings of the 2012 International Conference on Intelligent User Interfaces (IUI 2012), February 14-17, 2012, Lisbon, Portugal, 2012. ACM.
Interactive Uncertainty Analysis [.pdf]Paper Interactive Uncertainty Analysis [bib]Bibtex    
TENTACLES: Self-configuring robotic radio networks in unknown environments. Chiu; H, H. C.; Ryu, B.; Zhu, H.; Szekely, P.; Maheswaran; T, R.; Rogers; Milo, C.; Galstyan, A.; Salemi, B.; Rubenstein, M.; and Shen, W. In IROS, page 1383--1388, 2009. IEEE.
TENTACLES: Self-configuring robotic radio networks in unknown environments [.pdf]Paper TENTACLES: Self-configuring robotic radio networks in unknown environments [bib]Bibtex    
Building Mashups by Example. Tuchinda, R.; Szekely, P.; Knoblock; and A, C. In Bradshaw; M, J.; Lieberman, H.; and Staab, S., editor, Proceedings of the 2008 International Conference on Intelligent User Interfaces (IUI 2008), January 13-16, 2008, Gran Canaria, Canary Islands, Spain, page 139--148, New York, NY, USA, 2008. ACM.
Building Mashups by Example [.pdf]Paper Building Mashups by Example [bib]Bibtex   3 downloads   Abstract
Building Data Integration Queries by Demonstration. Tuchinda, R.; Szekely, P.; Knoblock; and A, C. In Proceedings of the 12th international conference on Intelligent user interfaces (IUI 2007), page 170--179, 2007.
Building Data Integration Queries by Demonstration [.pdf]Paper Building Data Integration Queries by Demonstration [bib]Bibtex     Abstract
Interfaces for Understanding Multi-Agent Behavior. Szekely, P.; Rogers; Milo, C.; and Frank, M. In Proceedings of the 2001 International Conference on Intelligent User Interfaces (IUI 2001), page 161--166, 2001.
Interfaces for Understanding Multi-Agent Behavior [.pdf]Paper Interfaces for Understanding Multi-Agent Behavior [bib]Bibtex     Abstract
Declarative Models of Presentation. Castells, P.; Szekely, P.; and Salcher, E. In Proceedings of the 2nd international conference on Intelligent user interfaces (IUI 1997), page 137--144, Orlando, Florida, United States, 1997. ACM.
Declarative Models of Presentation [.pdf]Paper Declarative Models of Presentation [bib]Bibtex     Abstract
The Integrated User-Support Environment (IN-USE) Group at USC/ISI. Neches, R.; Aberg, P.; Benjamin, D.; Harp, B.; Hu, L.; Luo, P.; o n, R.M.; and Szekely, P. In CHI '93: Proceedings of the INTERACT '93 and CHI '93 conference on Human factors in computing systems, page 53--54, New York, NY, USA, 1993. ACM.
The Integrated User-Support Environment (IN-USE) Group at USC/ISI [.pdf]Paper The Integrated User-Support Environment (IN-USE) Group at USC/ISI [bib]Bibtex    
Design alternatives for user interface management sytems based on experience with COUSIN. Hayes; J, P.; Szekely, P.; Lerner; and A, R. In CHI'85: Proceedings of the SIGCHI conference on Human factors in computing systems, April 1985. ACM Request Permissions.
Design alternatives for user interface management sytems based on experience with COUSIN [.pdf]Paper Design alternatives for user interface management sytems based on experience with COUSIN [bib]Bibtex     Abstract
Editorial: IUI 99. Szekely; A, P.; Thomas; G, C.; Maybury; and T, M. Knowl.-Based Syst, 12(8):401--402. 1999.
Editorial: IUI 99 [.1016/S0950-7051(99)00043-X]Paper Editorial: IUI 99 [bib]Bibtex    
Separating the user interface from the functionality of application programs. Szekely, P. SIGCHI Bulletin, 18(2). October 1986.
Separating the user interface from the functionality of application programs [.pdf]Paper Separating the user interface from the functionality of application programs [bib]Bibtex     Abstract
Lessons learned about one-way, dataflow constraints in the Garnet and Amulet graphical toolkits. Zanden, V.; T, B.; Halterman, R.; Myers; A, B.; McDaniel, R.; Miller, R.; Szekely, P.; Giuse; A, D.; and Kosbie, D. Transactions on Programming Languages and Systems (TOPLAS), 23(6):776--796. November 2001.
Lessons learned about one-way, dataflow constraints in the Garnet and Amulet graphical toolkits [.pdf]Paper Lessons learned about one-way, dataflow constraints in the Garnet and Amulet graphical toolkits [bib]Bibtex     Abstract
Learning Data Transformation Rules through Examples: Preliminary Results. Wu, B.; Szekely, P.; Knoblock; and A, C. In Ninth International Workshop on Information Integration on the Web (IIWeb 2012), 2012.
Learning Data Transformation Rules through Examples: Preliminary Results [.pdf]Slides Learning Data Transformation Rules through Examples: Preliminary Results [.pdf]Paper Learning Data Transformation Rules through Examples: Preliminary Results [bib]Bibtex    
Human-Agent Collaborative Optimization of Real-Time Distributed Dynamic Multi-Agent Coordination. Maheswaran; T, R.; Rogers; M, C.; Sanchez, R.; and Szekely, P. In Proceedings of the Third AAMAS 2010 International Workshop on Optimisation in Multi-Agent Systems, Toronto, Canada, May 2010.
Human-Agent Collaborative Optimization of Real-Time Distributed Dynamic Multi-Agent Coordination [.pdf]Paper Human-Agent Collaborative Optimization of Real-Time Distributed Dynamic Multi-Agent Coordination [bib]Bibtex    
Scaling in Domains with Uncertainty: Criticality-Sensitive Coordination. Maheswaran; T, R.; Rogers; Milo, C.; Sanchez, R.; Szekely; A, P.; and Chen, P. In In Proceedings of the AAMAS 2006 Workshop on Massively Multiagent Systems / Large-Scale Multiagent Systems, Hakodate, Japan, May 2006.
Scaling in Domains with Uncertainty: Criticality-Sensitive Coordination [.pdf]Paper Scaling in Domains with Uncertainty: Criticality-Sensitive Coordination [bib]Bibtex    
The Marbles Manifesto: A Definition and Comparison of Cooperative Negotiation Schemes for Distributed Resource Allocation. Frank, M.; Bugacov, A.; Chen, J.; Dakin, G.; Szekely, P.; and Neches, B. In In Proceedings of the 2001 AAAI Fall Symposium on Negotiation Methods for Autonomous Cooperative Systems, page 36--45, 2001.
The Marbles Manifesto: A Definition and Comparison of Cooperative Negotiation Schemes for Distributed Resource Allocation [.pdf]Paper The Marbles Manifesto: A Definition and Comparison of Cooperative Negotiation Schemes for Distributed Resource Allocation [bib]Bibtex     Abstract
DEALMAKER: An Agent for Selecting Sources of Supply To Fill Orders. Szekely, P.; Neches, B.; Benjamin, D.; Chen, J.; Rogers; and Milo, C. In In Proceedings of the Agents'99 workshop on Agent-based Decision-Support for Managing the Internet-Enabled Supply Chain, Seattle, Washington, May 1999.
DEALMAKER: An Agent for Selecting Sources of Supply To Fill Orders [.pdf]Paper DEALMAKER: An Agent for Selecting Sources of Supply To Fill Orders [bib]Bibtex     Abstract