Show simple item record

dc.contributor.authorDerrac Rus, Joaquín
dc.contributor.authorTriguero, Isaac
dc.contributor.authorGarcía, Salvador
dc.contributor.authorHerrera Triguero, Francisco
dc.identifier.citationDerrac, J., Triguero, I., Garcia, S., & Herrera, F. (2012). Integrating instance selection, instance weighting, and feature weighting for nearest neighbor classifiers by coevolutionary algorithms. Ieee Transactions on Systems Man and Cybernetics Part B-Cybernetics, 42(5), 1383-1397. [doi: 10.1109/TSMCB.2012.2191953]es_ES
dc.description.abstractCooperative coevolution is a successful trend of evolutionary computation which allows us to define partitions of the domain of a given problem, or to integrate several related techniques into one, by the use of evolutionary algorithms. It is possible to apply it to the development of advanced classification methods, which integrate several machine learning techniques into a single proposal. A novel approach integrating instance selection, instance weighting, and feature weighting into the framework of a coevolutionary model is presented in this paper. We compare it with a wide range of evolutionary and nonevolutionary related methods, in order to show the benefits of the employment of coevolution to apply the techniques considered simultaneously. The results obtained, contrasted through nonparametric statistical tests, show that our proposal outperforms other methods in the comparison, thus becoming a suitable tool in the task of enhancing the nearest neighbor classifier.es_ES
dc.description.sponsorshipSpanish Government TIN2011-28488es_ES
dc.description.sponsorshipExcellence Regional Project TIC-6858es_ES
dc.description.sponsorshipSpanish Governmentes_ES
dc.rightsAtribución 3.0 España*
dc.subjectCooperative coevolutiones_ES
dc.subjectFeature weighting (FW)es_ES
dc.subjectInstance selection (IS)es_ES
dc.subjectInstance weighting (IW)es_ES
dc.subjectNearest neighbor rulees_ES
dc.titleIntegrating Instance Selection, Instance Weighting, and Feature Weighting for Nearest Neighbor Classifiers by Coevolutionary Algorithmses_ES

Files in this item


This item appears in the following Collection(s)

Show simple item record

Atribución 3.0 España
Except where otherwise noted, this item's license is described as Atribución 3.0 España