Lawrence Bull Larry.Bull@uwe.ac.uk
AHOD Research and Scholarship and Prof
A brief history of learning classifier systems: from CS-1 to XCS and its variants
Bull, Larry
Authors
Abstract
© 2015, Springer-Verlag Berlin Heidelberg. The direction set by Wilson’s XCS is that modern Learning Classifier Systems can be characterized by their use of rule accuracy as the utility metric for the search algorithm(s) discovering useful rules. Such searching typically takes place within the restricted space of co-active rules for efficiency. This paper gives an overview of the evolution of Learning Classifier Systems up to XCS, and then of some of the subsequent developments of Wilson’s algorithm to different types of learning.
Citation
Bull, L. (2015). A brief history of learning classifier systems: from CS-1 to XCS and its variants. Evolutionary Intelligence, 8(2-3), 55-70. https://doi.org/10.1007/s12065-015-0125-y
Journal Article Type | Article |
---|---|
Publication Date | Sep 26, 2015 |
Journal | Evolutionary Intelligence |
Print ISSN | 1864-5909 |
Electronic ISSN | 1864-5917 |
Publisher | Springer (part of Springer Nature) |
Peer Reviewed | Peer Reviewed |
Volume | 8 |
Issue | 2-3 |
Pages | 55-70 |
DOI | https://doi.org/10.1007/s12065-015-0125-y |
Keywords | evolution |
Public URL | https://uwe-repository.worktribe.com/output/828888 |
Publisher URL | http://dx.doi.org/10.1007/s12065-015-0125-y |
Additional Information | Additional Information : The final publication is available at Springer via http://dx.doi.org/10.1007/s12065-015-0125-y |
Files
EIhistory-Rev.pdf
(1.2 Mb)
PDF
You might also like
Design mining microbial fuel cell cascades
(2018)
Journal Article
The evolution of sex through the Baldwin effect
(2017)
Journal Article
On Design Mining: Coevolution and Surrogate Models
(2017)
Journal Article
Haploid-diploid evolutionary algorithms: The Baldwin effect and recombination nature’s way
(2017)
Presentation / Conference