A multidimensional scaling analysis of musical sounds based on pseudo phase plane

Detalhes bibliográficos
Autor(a) principal: Lima, Miguel
Data de Publicação: 2012
Outros Autores: Costa, António Cardoso, Machado, J. A. Tenreiro
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.22/1432
Resumo: This paper studies musical opus from the point of view of three mathematical tools: entropy, pseudo phase plane (PPP), and multidimensional scaling (MDS). The experiments analyze ten sets of different musical styles. First, for each musical composition, the PPP is produced using the time series lags captured by the average mutual information. Second, to unravel hidden relationships between the musical styles the MDS technique is used. The MDS is calculated based on two alternative metrics obtained from the PPP, namely, the average mutual information and the fractal dimension. The results reveal significant differences in the musical styles, demonstrating the feasibility of the proposed strategy and motivating further developments towards a dynamical analysis of musical sounds.
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spelling A multidimensional scaling analysis of musical sounds based on pseudo phase planeMDSAnalysisMusicClusteringThis paper studies musical opus from the point of view of three mathematical tools: entropy, pseudo phase plane (PPP), and multidimensional scaling (MDS). The experiments analyze ten sets of different musical styles. First, for each musical composition, the PPP is produced using the time series lags captured by the average mutual information. Second, to unravel hidden relationships between the musical styles the MDS technique is used. The MDS is calculated based on two alternative metrics obtained from the PPP, namely, the average mutual information and the fractal dimension. The results reveal significant differences in the musical styles, demonstrating the feasibility of the proposed strategy and motivating further developments towards a dynamical analysis of musical sounds.Hindawi Publishing CorporationRepositório Científico do Instituto Politécnico do PortoLima, MiguelCosta, António CardosoMachado, J. A. Tenreiro2013-04-19T15:21:23Z20122012-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.22/1432eng1085-337510.1155/2012/436108info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-03-13T12:40:56Zoai:recipp.ipp.pt:10400.22/1432Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:22:42.990660Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv A multidimensional scaling analysis of musical sounds based on pseudo phase plane
title A multidimensional scaling analysis of musical sounds based on pseudo phase plane
spellingShingle A multidimensional scaling analysis of musical sounds based on pseudo phase plane
Lima, Miguel
MDS
Analysis
Music
Clustering
title_short A multidimensional scaling analysis of musical sounds based on pseudo phase plane
title_full A multidimensional scaling analysis of musical sounds based on pseudo phase plane
title_fullStr A multidimensional scaling analysis of musical sounds based on pseudo phase plane
title_full_unstemmed A multidimensional scaling analysis of musical sounds based on pseudo phase plane
title_sort A multidimensional scaling analysis of musical sounds based on pseudo phase plane
author Lima, Miguel
author_facet Lima, Miguel
Costa, António Cardoso
Machado, J. A. Tenreiro
author_role author
author2 Costa, António Cardoso
Machado, J. A. Tenreiro
author2_role author
author
dc.contributor.none.fl_str_mv Repositório Científico do Instituto Politécnico do Porto
dc.contributor.author.fl_str_mv Lima, Miguel
Costa, António Cardoso
Machado, J. A. Tenreiro
dc.subject.por.fl_str_mv MDS
Analysis
Music
Clustering
topic MDS
Analysis
Music
Clustering
description This paper studies musical opus from the point of view of three mathematical tools: entropy, pseudo phase plane (PPP), and multidimensional scaling (MDS). The experiments analyze ten sets of different musical styles. First, for each musical composition, the PPP is produced using the time series lags captured by the average mutual information. Second, to unravel hidden relationships between the musical styles the MDS technique is used. The MDS is calculated based on two alternative metrics obtained from the PPP, namely, the average mutual information and the fractal dimension. The results reveal significant differences in the musical styles, demonstrating the feasibility of the proposed strategy and motivating further developments towards a dynamical analysis of musical sounds.
publishDate 2012
dc.date.none.fl_str_mv 2012
2012-01-01T00:00:00Z
2013-04-19T15:21:23Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.22/1432
url http://hdl.handle.net/10400.22/1432
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1085-3375
10.1155/2012/436108
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Hindawi Publishing Corporation
publisher.none.fl_str_mv Hindawi Publishing Corporation
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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