| dc.creator | BARBARA BERENICE PINEDA BAUTISTA | |
| dc.creator | Jesús Ariel Carrasco Ochoa | |
| dc.creator | José Francisco Martínez Trinidad | |
| dc.date | 2011 | |
| dc.date.accessioned | 2023-07-25T16:23:58Z | |
| dc.date.available | 2023-07-25T16:23:58Z | |
| dc.identifier | http://inaoe.repositorioinstitucional.mx/jspui/handle/1009/1593 | |
| dc.identifier.uri | https://repositorioslatinoamericanos.uchile.cl/handle/2250/7806788 | |
| dc.description | Commonly, 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.format | application/pdf | |
| dc.language | eng | |
| dc.publisher | Elsevier Ltd. | |
| dc.relation | citation:Pineda-Bautista, B.B., et al., (2011). General framework for class-specific feature selection, Expert Systems with Applications, (38): 10018–10024 | |
| dc.rights | info:eu-repo/semantics/openAccess | |
| dc.rights | http://creativecommons.org/licenses/by-nc-nd/4.0 | |
| dc.subject | info:eu-repo/classification/Class-specific feature selection/Class-specific feature selection | |
| dc.subject | info:eu-repo/classification/Feature selection/Feature selection | |
| dc.subject | info:eu-repo/classification/Supervised classification/Supervised classification | |
| dc.subject | info:eu-repo/classification/Classifier ensemble/Classifier ensemble | |
| dc.subject | info:eu-repo/classification/cti/1 | |
| dc.subject | info:eu-repo/classification/cti/12 | |
| dc.subject | info:eu-repo/classification/cti/1203 | |
| dc.subject | info:eu-repo/classification/cti/1203 | |
| dc.title | General framework for class-specific feature selection | |
| dc.type | info:eu-repo/semantics/article | |
| dc.type | info:eu-repo/semantics/acceptedVersion | |
| dc.audience | students | |
| dc.audience | researchers | |
| dc.audience | generalPublic | |
