Article

Automated P2P Learning in Agent-Based Classification Networks

Authors:

Vladimir Gorodetsky,

Oleg Karsaev,

Vladimir Samoylov,

Sergey SerebryakovAuthors Info & Claims

WI-IATW '07: Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops

Pages 503 - 507

Published: 02 November 2007 Publication History

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Abstract

Peer-to-Peer (P2P) computing is a novel computing paradigm receiving ever increasing attention of the research community. It provides new opportunities in design and implementation of large scale intelligent systems satisfying modern requirements to scalability, autonomy, mobility, fault tolerance, etc. This paradigm becomes particularly attractive if it is integrated with multi-agent systems. The paper is focused on P2P cooperative decision making and P2P machine learning of cooperation of autonomous agents in open P2P networks. It proposes P2P mechanism for decision combining utilized by autonomous decision making agents and for P2P learning of decision combining. The paper results are validated using case study, P2P agent-based intrusion detection system.

References

[1]

DARPA data set. http://www.ll.mit.edu/IST/ideval/data/ 1999/ 1999_data_index.html.

Google Scholar

[2]

S. Datta, K. Bhaduri, C. Giannella, R. Wolff, H. Kargupta. "Distributed Data Mining in Peer-to-Peer Networks", IEEE Internet Computing special issue on Distributed Data Mining, 2006, Volume 10(4), pp. 18-26.

Digital Library

Google Scholar

[3]

FIPA Agent Discovery Service Specification, http://www.fipa. org/specs/fipa00095/.

Google Scholar

[4]

FIPA Agent Management Specification, http://www.fipa.org/specs/fipa00023.

Google Scholar

[5]

FIPA P2P NA WG6. Functional Architecture Specification Draft 0.12, http://www.fipa.org/subgroups/P2PNA-WG-docs/P2PNA-Spec-Draft0.12.doc.

Google Scholar

[6]

FIPA OS. http://fipa-os.sourceforge.net/.

Google Scholar

[7]

V. Gorodetsky, O. Karsaev, V. Samoylov, S. Serebryakov. Multi agent P2P Intrusion Detection. Communication in Computer and Information Systems, 1, Springer, 2007, pp. 260-271.

Google Scholar

[8]

V. Gorodetsky, O. Karsaev, V. Samoylov, S. Serebryakov. P2P Agent Platform: Implementation and Testing. The AAMAS Sixth International AP2PC 2007 Workshop, 2007, pp. 21-32.

Google Scholar

[9]

V. Gorodetsky, O. Karsaev, V. Samoylov, S. Serebryakov. P2P Agent Platform. http://space.iias.spb.su/ap

Google Scholar

[10]

V. Gorodetsky, O. Karsaev, V. Samoylov, A. Ulanov. Multi-Agent Framework for Intrusion Detection and Alert Correlation. NATO ARW Workshop "Security of Embedded Systems", IOS Press, 2005, pp. 158-169.

Google Scholar

[11]

J. Kittler, M. Hatef, R. P. W. Duin, J. Matas J. On combining classifiers. IEEE Transactions on Pattern Analysis and Machine Intelligence, 20(3), 1998.

Digital Library

Google Scholar

Cited By

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Gorodetsky VKarsaev OSamoylov VSerebryakov S(2008)Interaction of Agents and Data Mining in Ubiquitous EnvironmentProceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 0310.1109/WIIAT.2008.354(562-566)Online publication date: 9-Dec-2008
https://dl.acm.org/doi/10.1109/WIIAT.2008.354

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Automated P2P Learning in Agent-Based Classification Networks

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Published In

WI-IATW '07: Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops

November 2007

513 pages

ISBN:0769530281

Publisher

IEEE Computer Society

United States

Publication History

Published: 02 November 2007

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Gorodetsky VKarsaev OSamoylov VSerebryakov S(2008)Interaction of Agents and Data Mining in Ubiquitous EnvironmentProceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 0310.1109/WIIAT.2008.354(562-566)Online publication date: 9-Dec-2008
https://dl.acm.org/doi/10.1109/WIIAT.2008.354

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Recommendations

P2P Agent Platform: Implementation and Testing

Cooperation strategies for agent-based P2P systems

Trustworthiness of Peers in P2P Overlay Networks