Archive for 'Publications' Category
The Class Imbalance Problem in UCS Classifier System: A Preliminary Study
15 October 2007by Albert Orriols-Puig and Ester Bernadó-Mansilla. Learning Classifier Systems, LNCS, Volume 4399/2007. [Full paper - Springer].
Substructrual surrogates for learning decomposable classification problems: Implementation and first results
12 April 2007Orriols-Puig A., Sastry K., Goldberg D. E., Bernadó-Mansilla E. (2007). IlliGAL Report No. 2007010. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].
Extended compact genetic algorithm in matlab
12 April 2007Sastry, K., Orriols-Puig, A. (2007). IlliGAL Report No. 2007009. University of Illinois at Urbana-Champaign, Urbana IL. [Documentation - PDF] [Documentation - PS] [Download source code].
Modeling selection pressure in XCS for proportionate and tournament selection
14 February 2007by Orriols-Puig A., Sastry K., Lanzi, P. L., Goldberg, D. E., Bernadó-Mansilla E. (2007). IlliGAL Report No. 2007004. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].
Modeling XCS in Class Imbalances: Population Size and Parameter Settings
3 February 2007by Orriols-Puig A., Goldberg D.E., Sastry K., and Bernadó-Mansilla E. (2007). Illigal Report No. 2007001. University of Illinois at Urbana-Champaign, Urbana IL.[Full paper - PDF] [Full Paper - PS]
A Further Look at UCS Classifier System
27 September 2006by Albert Orriols-Puig and Ester Bernadó-Mansilla. Proceedings of the 8th annual Conference on Genetic and Evolutionary Computation Worshop Program. Seattle, WA.
Bounding XCS’s Parameters for Unbalanced Datasets
27 September 2006by Albert Orriols-Puig and Ester Bernadó-Mansilla. Proceedings of the 8th annual Conference on Genetic and Evolutionary Computation. Pages 1561 - 1568. Seattle, WA.
Data Complexity and Evolutionary Learning: Classifier’s Behavior and Domain of Competence
27 September 2006by Ester Bernadó-Mansilla, Tin K. Ho and Albert Orriols-Puig. In Data Complexity in Pattern Recognition, (Advanced Information and Knowledge Processing), pages xxx-xxx, 2006, Springer.
The Class Imbalance Problem in UCS Classifier System: A Preliminary Study
3 September 2006by Albert Orriols-Puig and Ester Bernadó-Mansilla. Advances at the frontier of LCS. Springer 2006 (in press).
Class Imbalance Problem in UCS Classifier System: Fitness Adaptation
2 September 2006by Albert Orriols-Puig and Ester Bernadó-Mansilla. Proceedings of the 2005 IEEE Congress on Evolutionary Computation (CEC2005. Volume 1). Edimburgh (UK, 2005) 604-611