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dc.contributor.authorDelgado, Rosario
dc.contributor.authorNúñez González, José David
dc.date.accessioned2019-03-29T14:10:22Z
dc.date.available2019-03-29T14:10:22Z
dc.date.issued2019-01-14
dc.identifier.citationPLOS ONE 14(1) : (2019) // Article ID e0210264es_ES
dc.identifier.issn1932-6203
dc.identifier.urihttp://hdl.handle.net/10810/32226
dc.description.abstractDifferent performance measures are used to assess the behaviour, and to carry out the comparison, of classifiers in Machine Learning. Many measures have been defined on the literature, and among them, a measure inspired by Shannon's entropy named the Confusion Entropy (CEN). In this work we introduce a new measure, MCEN, by modifying CEN to avoid its unwanted behaviour in the binary case, that disables it as a suitable performance measure in classification. We compare MCEN with CEN and other performance measures, presenting analytical results in some particularly interesting cases, as well as some heuristic computational experimentation.es_ES
dc.description.sponsorshipThis work was supported by Ministerio de Economia y Competitividad, Gobierno de Espana, MTM2015 67802-P to R.D. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.es_ES
dc.language.isoenges_ES
dc.publisherPublic Library Sciencees_ES
dc.relationinfo:eu-repo/grantAgreement/MINECO/MTM2015 67802-Pes_ES
dc.rightsinfo:eu-repo/semantics/openAccesses_ES
dc.rights.urihttp://creativecommons.org/licenses/by/3.0/es/*
dc.titleEnhancing Confusion Entropy (CEN) for binary and multiclass classificationes_ES
dc.typeinfo:eu-repo/semantics/articlees_ES
dc.rights.holder2019 Delgado, Núñez-González. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.es_ES
dc.rights.holderAtribución 3.0 España*
dc.relation.publisherversionhttps://journals.plos.org/plosone/article?id=10.1371/journal.pone.0210264es_ES
dc.identifier.doi10.1371/journal.pone.0210264
dc.departamentoesMatemáticases_ES
dc.departamentoeuMatematikaes_ES


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2019 Delgado, Núñez-González. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Except where otherwise noted, this item's license is described as 2019 Delgado, Núñez-González. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.