@inproceedings{735a42981d0a4c67bd9c2bf2f39c186b,
title = "The subsumption mechanism for XCS using code fragmented conditions",
abstract = "By utilizing a code-fragmented representation of Extended Classifier System (XCS) condition in conjunction with buildingblock extraction technique, autonomous scaling has been realized in the latest work of XCS. The technique substantially reduces the number of training instances required in various benchmark problems. However, the subsumption mechanism was not included in the former report of the technique. Therefore, we invented the subsumption mechanism for XCS with such technique, and observed the characteristics of such the system in multiplexer problems. The finding indicates that our subsumption mechanism decreased the number of macro-classifiers.",
keywords = "Building blocks, Code fragments, Extended classifier system (XCS), Pattern recognition, Scalability",
author = "Lin, {Hsuan Ta} and Lee, {Po Ming} and Tzu-Chien Hsiao",
year = "2013",
doi = "10.1145/2464576.2482706",
language = "English",
isbn = "9781450319645",
series = "GECCO 2013 - Proceedings of the 2013 Genetic and Evolutionary Computation Conference Companion",
pages = "1275--1282",
booktitle = "GECCO 2013 - Proceedings of the 2013 Genetic and Evolutionary Computation Conference Companion",
note = "15th Annual Conference on Genetic and Evolutionary Computation, GECCO 2013 ; Conference date: 06-07-2013 Through 10-07-2013",
}