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Volumn 4998 LNAI, Issue , 2008, Pages 136-153

A learning classifier system with mutual-information-based fitness

Author keywords

Evolutionary computation; Explanatory power; Information theory; Learning classifier systems; Machine learning; Mutual information; Protein structure prediction; Supervised learning

Indexed keywords

CLASSIFICATION (OF INFORMATION); CLUSTERING ALGORITHMS; COMPUTATION THEORY; EVOLUTIONARY ALGORITHMS; INFORMATION THEORY; SUPERVISED LEARNING;

EID: 57049122884     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-88138-4_8     Document Type: Conference Paper
Times cited : (1)

References (19)
  • 1
    • 57049134775 scopus 로고    scopus 로고
    • Bacardit, J.: Pittsburgh Genetics-Based Machine Learning in the Data Mining era: representations, generalization, and run-time. PhD thesis, Ramon Llull University, Barcelona, Catalonia, Spain (2004)
    • Bacardit, J.: Pittsburgh Genetics-Based Machine Learning in the Data Mining era: representations, generalization, and run-time. PhD thesis, Ramon Llull University, Barcelona, Catalonia, Spain (2004)
  • 2
    • 0043284115 scopus 로고    scopus 로고
    • Accuracy-Based Learning Classifier Systems: Models. Analysis and Applications to Classification Tasks
    • Bernadó-Mansilla, E.: Accuracy-Based Learning Classifier Systems: Models. Analysis and Applications to Classification Tasks. Evolutionary Computation 11(3) (2003)
    • (2003) Evolutionary Computation , vol.11 , Issue.3
    • Bernadó-Mansilla, E.1
  • 3
    • 57049093408 scopus 로고    scopus 로고
    • Butz, M. V.: Documentation of XCS+TS C-Code 1.2. IlliGAL report 2003023, University of Illinois at Urbana-Champaign(Source code) (2003), ftp://gal2.ge.uiuc.edu/pub/src/XCS/XCSl.2.tar.Z
    • Butz, M. V.: Documentation of XCS+TS C-Code 1.2. IlliGAL report 2003023, University of Illinois at Urbana-Champaign(Source code) (2003), ftp://gal2.ge.uiuc.edu/pub/src/XCS/XCSl.2.tar.Z
  • 4
    • 57049084139 scopus 로고    scopus 로고
    • tournament selection) classifier system implementation in C, version 1.2 for IlliGAL Report 2003023, University of Illinois Genetic Algorithms Laboratory, 2003, ftp://gal2.ge.uiuc.edu/pub/src/XCS/XCSl.2.tar.Z
    • (+ tournament selection) classifier system implementation in C, version 1.2 (for IlliGAL Report 2003023, University of Illinois Genetic Algorithms Laboratory) (2003), ftp://gal2.ge.uiuc.edu/pub/src/XCS/XCSl.2.tar.ZXCS, ftp://gal2.ge.uiuc.edu/pub/src/XCS/XCSl.2.tar.Z
  • 7
    • 0003846041 scopus 로고    scopus 로고
    • A Tutorial on Learning with Bayesian Networks
    • Technical Report, MSRTR-95-06
    • Heckerman, H.: A Tutorial on Learning with Bayesian Networks, Technical Report, MSRTR-95-06 (1996)
    • (1996)
    • Heckerman, H.1
  • 12
    • 84856043672 scopus 로고
    • A Mathematical Theory of Communication
    • Shannon, C.E.: A Mathematical Theory of Communication. Bell System Technical Journal 27, 379-423, 623-656 (1948)
    • (1948) Bell System Technical Journal , vol.27 , Issue.379-423 , pp. 623-656
    • Shannon, C.E.1
  • 13
    • 84911837213 scopus 로고
    • Communication in the presence of noise
    • Shannon, C.E.: Communication in the presence of noise. Proc. Institute of Radio Engineers 37(1), 10-21 (1949)
    • (1949) Proc. Institute of Radio Engineers , vol.37 , Issue.1 , pp. 10-21
    • Shannon, C.E.1
  • 14
    • 0038884509 scopus 로고
    • Is a classifier system a type of neural network?
    • Smith, R.E., Cribbs, H.B.: Is a classifier system a type of neural network? Evolutionary Computation 2(1), 19-36 (1994)
    • (1994) Evolutionary Computation , vol.2 , Issue.1 , pp. 19-36
    • Smith, R.E.1    Cribbs, H.B.2
  • 17
    • 0001387704 scopus 로고
    • Classifier Fitness based on Accuracy
    • Wilson, S.W.: Classifier Fitness based on Accuracy. Evolutionary Computation 3(2), 149-175 (1994)
    • (1994) Evolutionary Computation , vol.3 , Issue.2 , pp. 149-175
    • Wilson, S.W.1
  • 18
    • 0002447833 scopus 로고
    • ZCS: A Zeroth-Level Classifier System
    • Wilson, S.W.: ZCS: A Zeroth-Level Classifier System. Evolutionary Computation 2(1), 1-18 (1994)
    • (1994) Evolutionary Computation , vol.2 , Issue.1 , pp. 1-18
    • Wilson, S.W.1
  • 19
    • 0000648788 scopus 로고    scopus 로고
    • Generalization in the XCS classifier system
    • Koza, J.R, Banzhaf, W, Chellapilla, K, Deb, K, Dorigo, M, Fogel, D.B, Garzon, M.H, Goldberg, D.E, Iba, H, Riolo, R, eds, Morgan Kaufmann, San Francisco
    • Wilson, S.W.: Generalization in the XCS classifier system. In: Koza, J.R., Banzhaf, W., Chellapilla, K., Deb, K., Dorigo, M., Fogel, D.B., Garzon, M.H., Goldberg, D.E., Iba, H., Riolo, R. (eds.) Genetic Programming 1998: Proceedings of the Third Annual Conference, pp. 665-674. Morgan Kaufmann, San Francisco (1998)
    • (1998) Genetic Programming 1998: Proceedings of the Third Annual Conference , pp. 665-674
    • Wilson, S.W.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.