dc.creatorBARBARA BERENICE PINEDA BAUTISTA
dc.creatorJesús Ariel Carrasco Ochoa
dc.creatorJosé Francisco Martínez Trinidad
dc.date2011
dc.date.accessioned2023-07-25T16:23:58Z
dc.date.available2023-07-25T16:23:58Z
dc.identifierhttp://inaoe.repositorioinstitucional.mx/jspui/handle/1009/1593
dc.identifier.urihttps://repositorioslatinoamericanos.uchile.cl/handle/2250/7806788
dc.descriptionCommonly, when a feature selection algorithm is applied, a single feature subset is selected for all the classes, but this subset could be inadequate for some classes. Class-specific feature selection allows selecting a possible different feature subset for each class. However, all the class-specific feature selection algorithms have been proposed for a particular classifier, which reduce their applicability. In this paper, a general framework for using any traditional feature selector for doing class-specific feature selection, which allows using any classifier, is proposed. Experimental results and a comparison against traditional feature selectors showing the suitability of the proposed framework are included.
dc.formatapplication/pdf
dc.languageeng
dc.publisherElsevier Ltd.
dc.relationcitation:Pineda-Bautista, B.B., et al., (2011). General framework for class-specific feature selection, Expert Systems with Applications, (38): 10018–10024
dc.rightsinfo:eu-repo/semantics/openAccess
dc.rightshttp://creativecommons.org/licenses/by-nc-nd/4.0
dc.subjectinfo:eu-repo/classification/Class-specific feature selection/Class-specific feature selection
dc.subjectinfo:eu-repo/classification/Feature selection/Feature selection
dc.subjectinfo:eu-repo/classification/Supervised classification/Supervised classification
dc.subjectinfo:eu-repo/classification/Classifier ensemble/Classifier ensemble
dc.subjectinfo:eu-repo/classification/cti/1
dc.subjectinfo:eu-repo/classification/cti/12
dc.subjectinfo:eu-repo/classification/cti/1203
dc.subjectinfo:eu-repo/classification/cti/1203
dc.titleGeneral framework for class-specific feature selection
dc.typeinfo:eu-repo/semantics/article
dc.typeinfo:eu-repo/semantics/acceptedVersion
dc.audiencestudents
dc.audienceresearchers
dc.audiencegeneralPublic


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