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dc.contributor.authorMartín Félez, Raúl
dc.contributor.authorGarcía, Vicente
dc.contributor.authorSánchez Garreta, Josep Salvador
dc.date.accessioned2014-03-07T08:10:37Z
dc.date.available2014-03-07T08:10:37Z
dc.date.issued2013-06
dc.identifier.citationMARTÍN-FÉLEZ, Raúl; GARCÍA, Vicente; SÁNCHEZ, J. Salvador. Gait-based Gender Classification Considering Resampling and Feature Selection. Journal of Image and Graphics, 2013, 1.2 : 85-89ca_CA
dc.identifier.urihttp://hdl.handle.net/10234/85849
dc.description.abstractTwo intrinsic data characteristics that arise in many domains are the class imbalance and the high dimensionality, which pose new challenges that should be addressed. When using gait for gender classification, benchmarking public databases and renowned gait representations lead to these two problems, but they have not been jointly studied in depth. This paper is a preliminary study that pursues to investigate the benefits of using several techniques to tackle the aforementioned problems either singly or in combination, and also to evaluate the order of application that leads to the best classification performance. Experimental results show the importance of jointly managing both problems for gait-based gender classification. In particular, it seems that the best strategy consists of applying resampling followed by feature selection.ca_CA
dc.format.extent4 p.ca_CA
dc.format.mimetypeapplication/pdfca_CA
dc.language.isoengca_CA
dc.publisherEngineering and Technology Publishingca_CA
dc.relation.isPartOfJournal of Image and Graphics, 2013, Vol. 1, No. 2ca_CA
dc.rightsCopyright © 2012-2014 Engineering and Technology Publishingca_CA
dc.rights.urihttp://rightsstatements.org/vocab/InC/1.0/*
dc.subjectgender classificationca_CA
dc.subjectclass imbalanceca_CA
dc.subjecthigh dimensionalityca_CA
dc.subjectresamplingca_CA
dc.subjectfeature selectionca_CA
dc.titleGait-based Gender Classification Considering Resampling and Feature Selectionca_CA
dc.typeinfo:eu-repo/semantics/articleca_CA
dc.identifier.doihttp://dx.doi.org/10.12720/joig.1.2.85-89
dc.rights.accessRightsinfo:eu-repo/semantics/openAccessca_CA
dc.type.versioninfo:eu-repo/semantics/publishedVersionca_CA


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