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Artificial Intelligence Research Laboratory
Department of Computer Science
Iowa State University
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Distributed Knowledge Networks
Personnel
Project Summary
Funding
Publications
Additional Information
Projects
AI Lab
Personnel
Project Summary
This research seeks to develop, implement, and evaluate
algorithmic and systems solutions for distributed knowledge networks
multi-agent organizations consisting of stationary as well as mobile intelligent software
agents
designed to support the utilization of heterogeneous, distributed data and knowledge sources for automated data-driven knowledge acquisition and decision support. This will include:
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Design, implementation, and experimental evaluation of
intelligent software agent architectures
and algorithms for customizable, adaptive, proactive, reactive, context-sensitive information retrieval, extraction, transformation, and fusion
using heterogeneous, distributed data and knowledge sources.
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Design, implementation, and experimental evaluation of
learning algorithms and data transformation tools for automated (or semi-automated) incremental data-driven knowledge discovery and theory refinement
using heterogeneous, distributed (including mobile) data sources.
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Design, implementation, and experimental evaluation of multi-agent organizations and coordination
structures for distributed knowledge networks.
Anticipated results of this research include new algorithms and software tools
which will help
translate the recent advances in automated data acquisition,
digital storage, computers and communications into fundamental gains in
scientific understanding (e.g., through data-driven, computer-supported discovery in biological sciences), and information technology for organizational decision support, complex distributed systems monitoring and control,
and related applications.
This research is closely integrated
with education and training of
graduate and undergraduate students in Computer Science and Bioinformatics and Computational Biology at Iowa State University.
Funding
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Distributed Knowledge Networks, John Deere Foundation, 1999-2000. Vasant Honavar. $30,000.
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An Agent-Based Environment for Integrating and Analysing Plant Genome Databases. Pioneer Hi-Bred International, Inc. 2000-2001. Vasant Honavar, Drena Dobbs, and Les Miller. $40,000.
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Intelligent Agents for Intrusion Detection. Department of Defense (1998-2000), J
ohnny Wong, Vasant Honavar, and Les Miller. $199,769.
Publications
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Honavar, V. (1999). Distributed Knowledge Networks. Invited Talk.
Artificial Intelligence for Distributed Information Networks
(AiDIN '99) Workshop held during the 1999 National Confere
nce on Artificial Intelligence (AAAI 99), Orlando, Florida. July 1999.
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Caragea, D., Silvescu, A., and Honavar, V. (1999). Incremental Distributed Support Vector Induction. To appear.
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Yang, J. (1999). Adaptive Agents For Information Retrieval and Data-Driven
Knowledge Acquisition. Doctoral Dissertation. Department of Computer Science. Iowa State University.
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Honavar, V., Miller, L. and Wong, J. (1998).
Distributed Knowledge Networks. In:
Proceedings of the IEEE Information Technology Conference. Syracuse, NY.
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Helmer, G., Wong, J., Honavar, V. and Miller, L. (1998). Intelligent Agents for
Intrusion Detection. In: Proceedings of the IEEE Information Technology
Conference. Syracuse, NY.
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Miller, L., Honavar, V. and Wong, J. (1998). Object-Oriented Data Warehouse for
Information Fusion from Heterogeneous Data and Knowledge Sources.
In: Proceedings of the IEEE Information Technology Conference. Syracuse, NY.
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Yang, J., Pai, P., Honavar, V., and Miller, L. (1998).
Mobile Intelligent Agents
for Document Classification and Retrieval: A Machine Learning Approach.
In: Proceedings of the European Symposium on Cybernetics and Systems Research.
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Yang, J., Havaldar, R., Honavar, V., Miller, L. and Wong, J. (1998).
Coordination and Control of Distributed Knowledge
Networks Using the Contract Net Protocol. In: Proceedings of the IEEE
Information Technology Conference. Syracuse, NY.
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Mikler, A., Honavar, V. and Wong, J. (1995).
Heuristics for Intelligent Adaptive Routing in Large Communication Networks.
Under review. A preliminary version appeared in
[mikler96].
Additional Information
To appear.
Dr. Vasant Honavar
Artificial Intelligence Research Laboratory
Department of Computer Science
Iowa State University
Atanasoff Hall, Ames, IA 50011-1040 USA
phone: +1-515-294-1098, +1-515-294-4377; fax: +1-515-294-0258
© Vasant Honavar, 1999.