A New Method to Match Set Generation in XCS  Fulltext 

[ Siamak Noori ] - Industrial Engineering Department of Iran University of Technology, Assistant Professor
[ Alireza Hajiakhoundi ] - Payamnoor University - Parand Branch
[ Mashall Aryan ] - Payamnoor University - Parand Branch

خلاصه مقاله:

The XCS classifier system has shown to solve typical classification problems competitively to other machine learning algorithms. This paper is to introduce a flexible classifier selection method for generating match set, with respect to the system performance during the training. It also presents a complementary part for the Search Component of the classifier system in which new classifiers are created regarding the input message form the environment, and previous knowledge. The modified XCS learns more reliable and performs obviously better than traditional XCS.

artificial intelligence, learning classifier system, XCS , data mining.