Abstract
Although it is known from GA literature that proportionate selection is subject to many pitfalls, the LCS community somewhat adhered to proportionate selection. Also in the accuracy-based learning classifier system XCS, introduced by Wilson in 1995, proportionate selection is used. This paper identifies problem properties in which performance of proportionate selection is impaired. Consequently, tournament selection is introduced which makes XCS more parameter independent, noise independent, and more efficient in exploiting fitness guidance. © Springer-Verlag Berlin Heidelberg 2003.
Cite
CITATION STYLE
Butz, M. V., Sastry, K., & Goldberg, D. E. (2003). Tournament selection: Stable fitness pressure in XCS. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2724, 1857–1869. https://doi.org/10.1007/3-540-45110-2_83
Register to see more suggestions
Mendeley helps you to discover research relevant for your work.
