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GECCO
2006
Springer
205views Optimization» more  GECCO 2006»
13 years 9 months ago
Bounding XCS's parameters for unbalanced datasets
This paper analyzes the behavior of the XCS classifier system on imbalanced datasets. We show that XCS with standard parameter settings is quite robust to considerable class imbal...
Albert Orriols-Puig, Ester Bernadó-Mansilla
GECCO
2004
Springer
136views Optimization» more  GECCO 2004»
13 years 10 months ago
System Level Hardware-Software Design Exploration with XCS
Abstract. The current trend in Embedded Systems (ES) design is moving towards the integration of increasingly complex applications on a single chip. An Embedded System has to satis...
Fabrizio Ferrandi, Pier Luca Lanzi, Donatella Sciu...
GECCO
2007
Springer
171views Optimization» more  GECCO 2007»
13 years 11 months ago
Toward a better understanding of rule initialisation and deletion
A number of heuristics have been used in Learning Classifier Systems to initialise parameters of new rules, to adjust fitness of parent rules when they generate offspring, and ...
Tim Kovacs, Larry Bull
ADMA
2010
Springer
314views Data Mining» more  ADMA 2010»
13 years 3 months ago
Best Clustering Configuration Metrics: Towards Multiagent Based Clustering
Multi-Agent Clustering (MAC) requires a mechanism for identifying the most appropriate cluster configuration. This paper reports on experiments conducted with respect to a number o...
Santhana Chaimontree, Katie Atkinson, Frans Coenen