Deleting or Keeping Outliers for Classifier Training?

Tallón Ballesteros, Antonio Javier; Riquelme Santos, José Cristóbal

doi:http://dx.doi.org/10.1109/NaBIC.2014.6921892

Ponencia

dc.creator	Tallón Ballesteros, Antonio Javier	es
dc.creator	Riquelme Santos, José Cristóbal	es
dc.date.accessioned	2016-06-23T10:46:49Z
dc.date.available	2016-06-23T10:46:49Z
dc.date.issued	2014
dc.identifier.citation	Tallón Ballesteros, A.J. y Riquelme Santos, J.C. (2014). Deleting or Keeping Outliers for Classifier Training?. En Sixth World Congress on Nature and Biologically Inspired Computing (NaBIC), 2014 (281-286), Porto (Portugal): IEEE.
dc.identifier.isbn	978-1-4799-5936-5	es
dc.identifier.uri	http://hdl.handle.net/11441/42708
dc.description.abstract	This paper introduces two statistical outlier detection approaches by classes. Experiments on binary and multi-class classification problems reveal that the partial removal of outliers improves significantly one or two performance measures for C4.S and I-nearest neighbour classifiers. Also, a taxonomy of problems according to the amount of outliers is proposed.	es
dc.description.sponsorship	MICYT TIN2007- 68084-C02-02	es
dc.description.sponsorship	MICYT TIN2011-28956-C02-02	es
dc.description.sponsorship	Junta de Andalucía Pll-TIC-7528	es
dc.format	application/pdf	es
dc.language.iso	eng	es
dc.publisher	IEEE	es
dc.relation.ispartof	Sixth World Congress on Nature and Biologically Inspired Computing (NaBIC), 2014 (2014), 281-286
dc.rights	Attribution-NonCommercial-NoDerivatives 4.0 Internacional	*
dc.rights.uri	http://creativecommons.org/licenses/by-nc-nd/4.0/	*
dc.subject	outlier detection	es
dc.subject	classification	es
dc.subject	statistical outlier detection	es
dc.subject	partial removal	es
dc.subject	inter-quartile range	es
dc.subject	attribute noise	es
dc.title	Deleting or Keeping Outliers for Classifier Training?	es
dc.type	info:eu-repo/semantics/conferenceObject	es
dcterms.identifier	https://ror.org/03yxnpp24
dc.type.version	info:eu-repo/semantics/acceptedVersion	es
dc.rights.accessRights	info:eu-repo/semantics/openAccess	es
dc.contributor.affiliation	Universidad de Sevilla. Departamento de Lenguajes y Sistemas Informáticos	es
dc.relation.projectID	TIN2007- 68084-C02-02	es
dc.relation.projectID	TIN2011-28956-C02-02	es
dc.relation.projectID	Pll-TIC-7528	es
dc.identifier.doi	http://dx.doi.org/10.1109/NaBIC.2014.6921892	es
idus.format.extent	6	es
dc.publication.initialPage	281	es
dc.publication.endPage	286	es
dc.eventtitle	Sixth World Congress on Nature and Biologically Inspired Computing (NaBIC), 2014	es
dc.eventinstitution	Porto (Portugal)	es
dc.identifier.idus	https://idus.us.es/xmlui/handle/11441/42708

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