Modeling XCS in class imbalances: population size and parameter settings
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[1] Martin V. Butz,et al. Rule-Based Evolutionary Online Learning Systems - A Principled Approach to LCS Analysis and Design , 2006, Studies in Fuzziness and Soft Computing.
[2] David E. Goldberg,et al. The Design of Innovation: Lessons from and for Competent Genetic Algorithms , 2002 .
[3] J. Holmes. Differential Negative Reinforcement Improves Classifier System Learning Rate in Two-Class Problems with Unequal Base Rates , 1990 .
[4] Martin V. Butz,et al. Rule-Based Evolutionary Online Learning Systems: Learning Bounds, Classification, and Prediction , 2004 .
[5] Martin V. Butz,et al. An algorithmic description of XCS , 2000, Soft Comput..
[6] Martin V. Butz,et al. How XCS evolves accurate classifiers , 2001 .
[7] Xavier Llorà,et al. XCS and GALE: A Comparative Study of Two Learning Classifier Systems on Data Mining , 2001, IWLCS.
[8] Pier Luca Lanzi,et al. An Analysis of Generalization in the XCS Classifier System , 1999, Evolutionary Computation.
[9] Ester Bernadó-Mansilla,et al. The Class Imbalance Problem in UCS Classifier System: A Preliminary Study , 2005, IWLCS.
[10] Stewart W. Wilson. Classifiers that approximate functions , 2002, Natural Computing.
[11] Tim Kovacs,et al. What Makes a Problem Hard for XCS? , 2000, IWLCS.
[12] Martin V. Butz,et al. Data Mining in Learning Classifier Systems: Comparing XCS with GAssist , 2005, IWLCS.
[13] John H. Holland,et al. Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .
[14] Stewart W. Wilson. Classifier Fitness Based on Accuracy , 1995, Evolutionary Computation.
[15] T. Kovacs. XCS Classifier System Reliably Evolves Accurate, Complete, and Minimal Representations for Boolean Functions , 1998 .
[16] Stewart W. Wilson. Generalization in the XCS Classifier System , 1998 .
[17] Stewart W. Wilson,et al. Toward Optimal Classifier System Performance in Non-Markov Environments , 2000, Evolutionary Computation.
[18] Ester Bernadó-Mansilla,et al. Bounding XCS's parameters for unbalanced datasets , 2006, GECCO '06.