Bayesian estimation of rule accuracy in UCS

Proceedings of GECCO 2007: Genetic and Evolutionary Computation Conference, Companion Material

Volumn , Issue , 2007, Pages 2831-2834

  Marshall, James A R ^a   Brown, Gavin ^b   Kovacs, Tim ^a  

^a UNIVERSITY OF BRISTOL   (United Kingdom)

^b UNIVERSITY OF MANCHESTER   (United Kingdom)

Author keywords

Bayesian estimation; Discounting; Inexperience; Learning classifier systems; UCS

Indexed keywords

BAYESIAN NETWORKS; CLASSIFICATION (OF INFORMATION); COMPUTATIONAL METHODS; PROBLEM SOLVING;

BAYESIAN ESTIMATION; DISCOUNTING; LEARNING CLASSIFIER SYSTEMS (LCS);

LEARNING SYSTEMS;

EID: 34548084531     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1274000.1274066     Document Type: Conference Paper

References (6)

1. E. Bernadó-Mansilla and J. M. Garrell-Guiu. Accuracy-Based Learning Classifier Systems: Models, Analysis and Applications to Classification Tasks. Evolutionary Computation, 11(3):209-238, 2003.
2. G. Brown, T. Kovacs, and J. A. R. Marshall. UCSpv: Principled Voting in UCS Rule Populations. In Proceedings of the Genetic and Evolutionary Computing Conference (GECCO), 2007.
3. M. V. Butz and S. W. Wilson. An algorithmic description of xcs. Soft Computing, 6:144-153, 2001.
4. T. Kovacs. Strength or Accuracy: Credit Assignment in Learning Classifier Systems. Springer, 2004.
5. T. M. Mitchell. Machine Learning. McGraw-Hill, 1997.
6. A. Orriols. Personal comunication, January 2007.