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Volumn 5351 LNAI, Issue , 2008, Pages 1028-1033

Towards adapting XCS for imbalance problems

Author keywords

Classification; Genetic algorithm; Imbalance problem; Learning classifier system; XCS

Indexed keywords

ARTIFICIAL INTELLIGENCE; BIONICS; BOOLEAN FUNCTIONS; CLASSIFIERS; DATA MINING; DIESEL ENGINES; EDUCATION; GENETIC ALGORITHMS; INFORMATION MANAGEMENT; LEARNING ALGORITHMS;

EID: 58349092406     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-89197-0_102     Document Type: Conference Paper
Times cited : (6)

References (10)
  • 1
    • 0001387704 scopus 로고
    • Classifier Fitness Based on Accuracy
    • Wilson, S.W.: Classifier Fitness Based on Accuracy. Evolutionary Computation 3(2). 149-175 (1995)
    • (1995) Evolutionary Computation , vol.3 , Issue.2 , pp. 149-175
    • Wilson, S.W.1
  • 2
    • 26944470971 scopus 로고    scopus 로고
    • An algorithmic description of XCS
    • Butz, M., Wilson, S.: An algorithmic description of XCS. Journal of Soft Computing 6, 144-153 (2002)
    • (2002) Journal of Soft Computing , vol.6 , pp. 144-153
    • Butz, M.1    Wilson, S.2
  • 3
    • 0043284115 scopus 로고    scopus 로고
    • Accuracy-Based Learning Classifier Systems: Models, Analysis and Applications to Classification Tasks
    • Bernadó-Mansilla, E., Garrell Guiu, J.M.: Accuracy-Based Learning Classifier Systems: Models, Analysis and Applications to Classification Tasks. Evolutionary Computation 11 3, 209-238 (2003)
    • (2003) Evolutionary Computation , vol.11 , Issue.3 , pp. 209-238
    • Bernadó-Mansilla, E.1    Garrell Guiu, J.M.2
  • 5
    • 0042142968 scopus 로고    scopus 로고
    • XCS classifier system reliably evolves accurate, complete, and minimal representations for boolean functions
    • London, U.K, pp, Springer, Heidelberg
    • Kovacs, T.: XCS classifier system reliably evolves accurate, complete, and minimal representations for boolean functions. In: Soft Computing in Engineering Design and Manufacturing, London, U.K, pp. 59-68. Springer, Heidelberg (1997)
    • (1997) Soft Computing in Engineering Design and Manufacturing , pp. 59-68
    • Kovacs, T.1
  • 6
    • 58149163707 scopus 로고    scopus 로고
    • Modeling XCS in Class Imbalances: Population Size and Parameter Settings
    • Technical report, IlliGAl Report No. 2007001. USA February
    • Orriols-Puig, A., Goldberg, D.E., Sastry, K., Bernadó-Mansilla, E.: Modeling XCS in Class Imbalances: Population Size and Parameter Settings. Technical report, IlliGAl Report No. 2007001. USA (February 2007)
    • (2007)
    • Orriols-Puig, A.1    Goldberg, D.E.2    Sastry, K.3    Bernadó-Mansilla, E.4
  • 7
    • 33750545934 scopus 로고    scopus 로고
    • The class imbalance problem in learning classifier systems: A preliminary study
    • Washington, D.C, USA, pp
    • Orriols-Puig, A., Bernadó-Mansilla, E.: The class imbalance problem in learning classifier systems: a preliminary study. In: GECCO 2005, Washington, D.C, USA, pp. 74-78 (2005)
    • (2005) GECCO , pp. 74-78
    • Orriols-Puig, A.1    Bernadó-Mansilla, E.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.