메뉴 건너뛰기




Volumn , Issue , 2011, Pages 1420-1427

Improving XCS performance on overlapping binary problems

Author keywords

Boolean function optimization; Learning Classifier Systems; XCS

Indexed keywords

BINARY PROBLEMS; EXTENDED CLASSIFIER SYSTEM; FUNCTION OPTIMIZATION; GENERALIZATION CAPABILITY; LEARNING CLASSIFIER SYSTEM; LEARNING RATES; OPTIMAL CLASSIFIERS; OPTIMAL SOLUTIONS; SINGLE-STEP; SUB-OPTIMAL PERFORMANCE; XCS;

EID: 80051963992     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CEC.2011.5949782     Document Type: Conference Paper
Times cited : (6)

References (21)
  • 2
    • 0004255908 scopus 로고    scopus 로고
    • 1st ed. McGraw Hill Higher Education
    • T. Mitchell, Machine Learning, 1st ed. McGraw Hill Higher Education, 1997.
    • (1997) Machine Learning
    • Mitchell, T.1
  • 4
    • 0001387704 scopus 로고
    • Classifier fitness based on accuracy
    • S. W. Wilson, "Classifier Fitness Based on Accuracy", Evolutionary Computation, vol. 3, no. 2, pp. 149-175, 1995.
    • (1995) Evolutionary Computation , vol.3 , Issue.2 , pp. 149-175
    • Wilson, S.W.1
  • 6
    • 35048826954 scopus 로고
    • Escaping brittleness: The possibilities of generalpurpose learning algorithms applied to parallel rule-based systems
    • Menlo Park, CA, USA: American Association for Artificial Intelligence
    • J. H. Holland, "Escaping brittleness: the possibilities of generalpurpose learning algorithms applied to parallel rule-based systems", in Computation & intelligence, Menlo Park, CA, USA: American Association for Artificial Intelligence, 1995, p. 275-304.
    • (1995) Computation & Intelligence , pp. 275-304
    • Holland, J.H.1
  • 8
    • 0042142968 scopus 로고    scopus 로고
    • XCS classifier system reliably evolves accurate, complete, and minimal representations for boolean functions
    • Springer-Verlag
    • T. Kovacs, "XCS Classifier System Reliably Evolves Accurate, Complete, and Minimal Representations for Boolean Functions", in Soft Computing in Engineering Design and Manufacturing, Springer-Verlag, 1997, pp. 59-68.
    • (1997) Soft Computing in Engineering Design and Manufacturing , pp. 59-68
    • Kovacs, T.1
  • 10
    • 0041780883 scopus 로고    scopus 로고
    • Analysis and Improvement of Fitness Exploitation in XCS: Bounding Models, Tournament Selection, and Bilateral Accuracy
    • DOI 10.1162/106365603322365298
    • M. V. Butz, D. E. Goldberg, and K. Tharakunnel, "Analysis and improvement of fitness exploitation in XCS: bounding models, tournament selection, and bilateral accuracy", Evolutionary Computation, vol. 11, no. 3, pp. 239-277, 2003. (Pubitemid 37106808)
    • (2003) Evolutionary Computation , vol.11 , Issue.3 , pp. 239-277
    • Butz, M.V.1    Goldberg, D.E.2    Tharakunnel, K.3
  • 12
    • 0001167553 scopus 로고    scopus 로고
    • Strength or accuracy? Fitness calculation in learning classifier systems
    • London, UK
    • T. Kovacs, "Strength or Accuracy? Fitness Calculation in Learning Classifier Systems", in Learning Classifier Systems, From Foundations to Applications, London, UK, 2000, p. 143-160.
    • (2000) Learning Classifier Systems, From Foundations to Applications , pp. 143-160
    • Kovacs, T.1
  • 14
    • 77955380270 scopus 로고    scopus 로고
    • Learning classifier systems: A complete introduction, review, and roadmap
    • R. J. Urbanowicz and J. H. Moore, "Learning classifier systems: a complete introduction, review, and roadmap", J. Artif. Evol. App., vol. 2009, p. 1:1-1:25, 2009.
    • (2009) J. Artif. Evol. App. , vol.2009 , pp. 11-125
    • Urbanowicz, R.J.1    Moore, J.H.2
  • 16
    • 84903828974 scopus 로고
    • Representation of switching circuits by binary-decision programs
    • Jul
    • C. Y. Lee, "Representation of Switching Circuits by Binary-Decision Programs", Bell Systems Technical Journal, vol. 38, pp. 985-999, Jul. 1959.
    • (1959) Bell Systems Technical Journal , vol.38 , pp. 985-999
    • Lee, C.Y.1
  • 18
    • 80051959526 scopus 로고    scopus 로고
    • A self-adaptive XCS
    • Springer Berlin/Heidelberg
    • J. Hurst and L. Bull, "A Self-Adaptive XCS", in Advances in Learning Classifier Systems, vol. 2321, Springer Berlin/Heidelberg, 2002, pp. 333-360.
    • (2002) Advances in Learning Classifier Systems , vol.2321 , pp. 333-360
    • Hurst, J.1    Bull, L.2
  • 19
    • 80052006541 scopus 로고    scopus 로고
    • Self-adaptation of learning rate in XCS working in noisy and dynamic environments
    • In Press, Corrected Proof
    • M. Troc and O. Unold, "Self-adaptation of learning rate in XCS working in noisy and dynamic environments", Computers in Human Behavior, vol. In Press, Corrected Proof, 2010.
    • (2010) Computers in Human Behavior
    • Troc, M.1    Unold, O.2
  • 21
    • 84971232387 scopus 로고
    • Guinness, gosset, fisher, and small samples
    • Feb
    • J. F. Box, "Guinness, Gosset, Fisher, and Small Samples", Statistical Science, vol. 2, no. 1, pp. 45-52, Feb. 1987.
    • (1987) Statistical Science , vol.2 , Issue.1 , pp. 45-52
    • Box, J.F.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.