Collaborative agent-based learning with limited data exchange

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: Ludmila I. Kuncheva, Combining Pattern Classifiers: Methods and Algorithms, Wiley-Interscience, 2004
• 4: Jan Tozicka , Michael Rovatsos , Michal Pechoucek, A framework for agent-based distributed machine learning and data mining, Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems, May 14-18, 2007, Honolulu, Hawaii [doi>10.1145/1329125.1329243]

INDEX TERMS

Primary Classification:
  I. Computing Methodologies
  I.2 ARTIFICIAL INTELLIGENCE
        I.2.11 Distributed Artificial Intelligence
            Subjects: Multiagent systems

General Terms:
Algorithms, Design, Performance

Keywords:
collaborative learning, distributed data mining