Exploring different approaches for music genre classification
Autor(a) principal: | |
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Data de Publicação: | 2012 |
Outros Autores: | , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Institucional da UNESP |
Texto Completo: | http://dx.doi.org/10.1016/j.eij.2012.03.001 http://hdl.handle.net/11449/122325 |
Resumo: | In this letter, we present different approaches for music genre classification. The proposed techniques, which are composed of a feature extraction stage followed by a classification procedure, explore both the variations of parameters used as input and the classifier architecture. Tests were carried out with three styles of music, namely blues, classical, and lounge, which are considered informally by some musicians as being “big dividers” among music genres, showing the efficacy of the proposed algorithms and establishing a relationship between the relevance of each set of parameters for each music style and each classifier. In contrast to other works, entropies and fractal dimensions are the features adopted for the classifications. |
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Exploring different approaches for music genre classificationMusic genre classificationEntropyFractalsWaveletsSVMsIn this letter, we present different approaches for music genre classification. The proposed techniques, which are composed of a feature extraction stage followed by a classification procedure, explore both the variations of parameters used as input and the classifier architecture. Tests were carried out with three styles of music, namely blues, classical, and lounge, which are considered informally by some musicians as being “big dividers” among music genres, showing the efficacy of the proposed algorithms and establishing a relationship between the relevance of each set of parameters for each music style and each classifier. In contrast to other works, entropies and fractal dimensions are the features adopted for the classifications.Universidade Estadual Paulista Júlio de Mesquita Filho, Instituto de Biociências Letras e Ciências ExatasUniversidade Estadual Paulista (Unesp)Goulart, Antonio HomsiGuido, Rodrigo Capobianco [UNESP]Maciel, Carlos Dias2015-04-27T11:55:36Z2015-04-27T11:55:36Z2012info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article59-63application/pdfhttp://dx.doi.org/10.1016/j.eij.2012.03.001Egyptian Informatics Journal, v. 13, n. 2, p. 59-63, 2012.1110-8665http://hdl.handle.net/11449/12232510.1016/j.eij.2012.03.001ISSN1110-8665-2012-13-02-59-63.pdf639230513133996965420862268080670000-0002-0924-8024Currículo Lattesreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengEgyptian Informatics Journal0,406info:eu-repo/semantics/openAccess2024-01-27T06:54:49Zoai:repositorio.unesp.br:11449/122325Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-06T00:04:46.412110Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false |
dc.title.none.fl_str_mv |
Exploring different approaches for music genre classification |
title |
Exploring different approaches for music genre classification |
spellingShingle |
Exploring different approaches for music genre classification Goulart, Antonio Homsi Music genre classification Entropy Fractals Wavelets SVMs |
title_short |
Exploring different approaches for music genre classification |
title_full |
Exploring different approaches for music genre classification |
title_fullStr |
Exploring different approaches for music genre classification |
title_full_unstemmed |
Exploring different approaches for music genre classification |
title_sort |
Exploring different approaches for music genre classification |
author |
Goulart, Antonio Homsi |
author_facet |
Goulart, Antonio Homsi Guido, Rodrigo Capobianco [UNESP] Maciel, Carlos Dias |
author_role |
author |
author2 |
Guido, Rodrigo Capobianco [UNESP] Maciel, Carlos Dias |
author2_role |
author author |
dc.contributor.none.fl_str_mv |
Universidade Estadual Paulista (Unesp) |
dc.contributor.author.fl_str_mv |
Goulart, Antonio Homsi Guido, Rodrigo Capobianco [UNESP] Maciel, Carlos Dias |
dc.subject.por.fl_str_mv |
Music genre classification Entropy Fractals Wavelets SVMs |
topic |
Music genre classification Entropy Fractals Wavelets SVMs |
description |
In this letter, we present different approaches for music genre classification. The proposed techniques, which are composed of a feature extraction stage followed by a classification procedure, explore both the variations of parameters used as input and the classifier architecture. Tests were carried out with three styles of music, namely blues, classical, and lounge, which are considered informally by some musicians as being “big dividers” among music genres, showing the efficacy of the proposed algorithms and establishing a relationship between the relevance of each set of parameters for each music style and each classifier. In contrast to other works, entropies and fractal dimensions are the features adopted for the classifications. |
publishDate |
2012 |
dc.date.none.fl_str_mv |
2012 2015-04-27T11:55:36Z 2015-04-27T11:55:36Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://dx.doi.org/10.1016/j.eij.2012.03.001 Egyptian Informatics Journal, v. 13, n. 2, p. 59-63, 2012. 1110-8665 http://hdl.handle.net/11449/122325 10.1016/j.eij.2012.03.001 ISSN1110-8665-2012-13-02-59-63.pdf 6392305131339969 6542086226808067 0000-0002-0924-8024 |
url |
http://dx.doi.org/10.1016/j.eij.2012.03.001 http://hdl.handle.net/11449/122325 |
identifier_str_mv |
Egyptian Informatics Journal, v. 13, n. 2, p. 59-63, 2012. 1110-8665 10.1016/j.eij.2012.03.001 ISSN1110-8665-2012-13-02-59-63.pdf 6392305131339969 6542086226808067 0000-0002-0924-8024 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Egyptian Informatics Journal 0,406 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
59-63 application/pdf |
dc.source.none.fl_str_mv |
Currículo Lattes reponame:Repositório Institucional da UNESP instname:Universidade Estadual Paulista (UNESP) instacron:UNESP |
instname_str |
Universidade Estadual Paulista (UNESP) |
instacron_str |
UNESP |
institution |
UNESP |
reponame_str |
Repositório Institucional da UNESP |
collection |
Repositório Institucional da UNESP |
repository.name.fl_str_mv |
Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP) |
repository.mail.fl_str_mv |
|
_version_ |
1808129580059328512 |