The classification problem in machine learning: an overview with study cases in emotion recognition and music-speech differentiation

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dc.contributor.authorRodríguez Cadavid, Santiago
dc.coverage.spatialMedellín de: Lat: 06 15 00 N degrees minutes Lat: 6.2500 decimal degrees Long: 075 36 00 W degrees minutes Long: -75.6000 decimal degreeseng
dc.creator.degreeMagíster en Ingenieríaspa
dc.creator.emailrodriago13@gmail.comspa
dc.date.accessioned2016-03-08T16:12:47Z
dc.date.available2016-03-08T16:12:47Z
dc.date.issued2015
dc.description.abstractThis work addresses the well-known classification problem in machine learning -- The goal of this study is to approach the reader to the methodological aspects of the feature extraction, feature selection and classifier performance through simple and understandable theoretical aspects and two study cases -- Finally, a very good classification performance was obtained for the emotion recognition from speechspa
dc.identifier.urihttp://hdl.handle.net/10784/8157
dc.language.isospaspa
dc.publisherUniversidad EAFITspa
dc.publisher.departmentEscuela de Ingenieríaspa
dc.publisher.programMaestría en Ingenieríaspa
dc.rights.accessrightsinfo:eu-repo/semantics/openAccesseng
dc.rights.localAcceso abiertospa
dc.subjectHeurísticaspa
dc.subjectAnálisis discriminante linealspa
dc.subjectTransformadas de Waveletspa
dc.subject.keywordNeural networks (Computer science)spa
dc.subject.keywordSpectrum analysisspa
dc.subject.keywordAutomatic speech recognitionspa
dc.subject.keywordGenetic algorithmsspa
dc.subject.keywordEmotionsspa
dc.subject.keywordPattern recognition systemsspa
dc.subject.keywordElectromyographyspa
dc.subject.keywordMan-machine systemsspa
dc.subject.lembSISTEMAS DE INFORMACIÓNspa
dc.subject.lembREDES NEURALES (COMPUTADORES)spa
dc.subject.lembANÁLISIS ESPECTRALspa
dc.subject.lembRECONOCIMIENTO AUTOMÁTICO DE LA VOZspa
dc.subject.lembALGORITMOS GENÉTICOSspa
dc.subject.lembEMOCIONESspa
dc.subject.lembSISTEMAS DE RECONOCIMIENTO DE CONFIGURACIONESspa
dc.subject.lembELECTROMIOGRAFÍAspa
dc.subject.lembSISTEMAS HOMBRE-MÁQUINAspa
dc.titleThe classification problem in machine learning: an overview with study cases in emotion recognition and music-speech differentiationspa
dc.typemasterThesiseng
dc.typeinfo:eu-repo/semantics/masterThesiseng
dc.type.hasVersionacceptedVersioneng
dc.type.localTesis de Maestríaspa

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