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MILCS: a mutual information learning classifier system

Published: 07 July 2007 Publication History

Abstract

This paper introduces a new variety of learning classifier system (LCS), called MILCS, with mutual information fitness.

References

[1]
Butz, M. V.(203) Documentation of XCS+TS C-Code 1.2. IlliGAL report 2003023, University of Illinois at Urbana- Champaign.
[2]
Fahlman, S. E., and Lebiere, C. (1990). The Cascade Correlation learning algorithm. In Advances in Neural Information Processing Systems 2. Morgan Kaufmann.
[3]
Shannon, C.E. (1948). A Mathematical Theory of Communication, Bell System Technical Journal, 27, pp. 379--423 & 623--656, July & October, 1948
[4]
Smith, R. E. and Jiang, M. K. (submitted). A Learning Classifier System with Mutual-Information-Based Fitness

Cited By

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  • (2009)Mutual information neuro-evolutionary system (MINES)Proceedings of the Eleventh conference on Congress on Evolutionary Computation10.5555/1689599.1689800(1523-1529)Online publication date: 18-May-2009

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  1. MILCS: a mutual information learning classifier system

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    cover image ACM Conferences
    GECCO '07: Proceedings of the 9th annual conference on Genetic and evolutionary computation
    July 2007
    2313 pages
    ISBN:9781595936974
    DOI:10.1145/1276958

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 07 July 2007

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    Author Tags

    1. LCS
    2. XCS
    3. information theory
    4. learning classifier systems
    5. mutual information
    6. structural learning

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    GECCO '07 Paper Acceptance Rate 266 of 577 submissions, 46%;
    Overall Acceptance Rate 1,669 of 4,410 submissions, 38%

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    • (2009)Mutual information neuro-evolutionary system (MINES)Proceedings of the Eleventh conference on Congress on Evolutionary Computation10.5555/1689599.1689800(1523-1529)Online publication date: 18-May-2009

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