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Collaborative agent-based learning with limited data exchange

Published: 10 May 2009 Publication History

Abstract

We describe a collaborative agent-based learning model suitable for environments with limited data exchange and provide an overview of its empirical evaluation.

References

[1]
Healthagents. http://www.healthagents.net.
[2]
A. Asuncion and D. Newman. UCI machine learning repository, 2007.
[3]
L. I. Kuncheva. Combining Pattern Classifiers: Methods and Algorithms. Wiley-Interscience, 2004.
[4]
J. Tozicka, M. Rovatsos, and M. Pechoucek. A framework for agent-based distributed machine learning and data mining. In Proc. 6th Intl. joint conf. on Autonomous agents and multiagent sys., pages 1--8, New York, NY, USA, 2007. ACM.

Cited By

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  • (2009)Collaborative Agent-Based Learning for Brain Tumour DiagnosisProceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence10.5555/1671153.1671173(128-137)Online publication date: 22-Jul-2009
  • (2009)Collaborative Agent-Based Learning for Brain Tumour DiagnosisProceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence10.5555/1659389.1659409(128-137)Online publication date: 22-Jul-2009

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  1. Collaborative agent-based learning with limited data exchange

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    Information & Contributors

    Information

    Published In

    cover image Guide Proceedings
    AAMAS '09: Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
    May 2009
    730 pages
    ISBN:9780981738178

    Sponsors

    • Drexel University
    • Wiley-Blackwell
    • Microsoft Research: Microsoft Research
    • Whitestein Technologies
    • European Office of Aerospace Research and Development, Air Force Office of Scientific Research, United States Air Force Research Laboratory
    • The Foundation for Intelligent Physical Agents

    Publisher

    International Foundation for Autonomous Agents and Multiagent Systems

    Richland, SC

    Publication History

    Published: 10 May 2009

    Author Tags

    1. collaborative learning
    2. distributed data mining

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    • Research-article

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    Overall Acceptance Rate 1,155 of 5,036 submissions, 23%

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    View all
    • (2009)Collaborative Agent-Based Learning for Brain Tumour DiagnosisProceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence10.5555/1671153.1671173(128-137)Online publication date: 22-Jul-2009
    • (2009)Collaborative Agent-Based Learning for Brain Tumour DiagnosisProceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence10.5555/1659389.1659409(128-137)Online publication date: 22-Jul-2009

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