Popular Music as Entertainment Communication: How Perceived Semantic Expression Explains Liking of Previously Unknown Music
Autor(a) principal: | |
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Data de Publicação: | 2020 |
Outros Autores: | , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | https://doi.org/10.17645/mac.v8i3.3153 |
Resumo: | Our contribution addresses popular music as essential part of media entertainment offerings. Prior works explained liking for specific music titles in ‘push scenarios’ (radio programs, music recommendation, curated playlists) by either drawing on personal genre preferences, or on findings about ‘cognitive side effects’ leading to a preference drift towards familiar and society-wide popular tracks. However, both approaches do not satisfactorily explain why previously unknown music is liked. To address this, we hypothesise that unknown music is liked the more it is perceived as emotionally and semantically expressive, a notion based on concepts from media entertainment research and popular music studies. By a secondary analysis of existing data from an EU-funded R&D project, we demonstrate that this approach is more successful in predicting 10000 listeners’ liking ratings regarding 549 tracks from different genres than all hitherto theories combined. We further show that major expression dimensions are perceived relatively homogeneous across different sociodemographic groups and countries. Finally, we exhibit that music is such a stable, non-verbal sign-carrier that a machine learning model drawing on automatic audio signal analysis is successfully able to predict significant proportions of variance in musical meaning decoding. |
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Popular Music as Entertainment Communication: How Perceived Semantic Expression Explains Liking of Previously Unknown Musicentertainment; genre preferences; musical expression; music preferences; musical taste; popular music; push scenarios; semanticsOur contribution addresses popular music as essential part of media entertainment offerings. Prior works explained liking for specific music titles in ‘push scenarios’ (radio programs, music recommendation, curated playlists) by either drawing on personal genre preferences, or on findings about ‘cognitive side effects’ leading to a preference drift towards familiar and society-wide popular tracks. However, both approaches do not satisfactorily explain why previously unknown music is liked. To address this, we hypothesise that unknown music is liked the more it is perceived as emotionally and semantically expressive, a notion based on concepts from media entertainment research and popular music studies. By a secondary analysis of existing data from an EU-funded R&D project, we demonstrate that this approach is more successful in predicting 10000 listeners’ liking ratings regarding 549 tracks from different genres than all hitherto theories combined. We further show that major expression dimensions are perceived relatively homogeneous across different sociodemographic groups and countries. Finally, we exhibit that music is such a stable, non-verbal sign-carrier that a machine learning model drawing on automatic audio signal analysis is successfully able to predict significant proportions of variance in musical meaning decoding.Cogitatio2020-08-13info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://doi.org/10.17645/mac.v8i3.3153oai:ojs.cogitatiopress.com:article/3153Media and Communication; Vol 8, No 3 (2020): Computational Approaches to Media Entertainment Research; 191-2042183-2439reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAPenghttps://www.cogitatiopress.com/mediaandcommunication/article/view/3153https://doi.org/10.17645/mac.v8i3.3153https://www.cogitatiopress.com/mediaandcommunication/article/view/3153/3153https://www.cogitatiopress.com/mediaandcommunication/article/downloadSuppFile/3153/1238Copyright (c) 2020 Steffen Lepa, Jochen Steffens, Martin Herzog, Hauke Egermannhttp://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessLepa, SteffenSteffens, JochenHerzog, MartinEgermann, Hauke2022-12-20T10:57:31Zoai:ojs.cogitatiopress.com:article/3153Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T16:20:17.446725Repositório 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 |
Popular Music as Entertainment Communication: How Perceived Semantic Expression Explains Liking of Previously Unknown Music |
title |
Popular Music as Entertainment Communication: How Perceived Semantic Expression Explains Liking of Previously Unknown Music |
spellingShingle |
Popular Music as Entertainment Communication: How Perceived Semantic Expression Explains Liking of Previously Unknown Music Lepa, Steffen entertainment; genre preferences; musical expression; music preferences; musical taste; popular music; push scenarios; semantics |
title_short |
Popular Music as Entertainment Communication: How Perceived Semantic Expression Explains Liking of Previously Unknown Music |
title_full |
Popular Music as Entertainment Communication: How Perceived Semantic Expression Explains Liking of Previously Unknown Music |
title_fullStr |
Popular Music as Entertainment Communication: How Perceived Semantic Expression Explains Liking of Previously Unknown Music |
title_full_unstemmed |
Popular Music as Entertainment Communication: How Perceived Semantic Expression Explains Liking of Previously Unknown Music |
title_sort |
Popular Music as Entertainment Communication: How Perceived Semantic Expression Explains Liking of Previously Unknown Music |
author |
Lepa, Steffen |
author_facet |
Lepa, Steffen Steffens, Jochen Herzog, Martin Egermann, Hauke |
author_role |
author |
author2 |
Steffens, Jochen Herzog, Martin Egermann, Hauke |
author2_role |
author author author |
dc.contributor.author.fl_str_mv |
Lepa, Steffen Steffens, Jochen Herzog, Martin Egermann, Hauke |
dc.subject.por.fl_str_mv |
entertainment; genre preferences; musical expression; music preferences; musical taste; popular music; push scenarios; semantics |
topic |
entertainment; genre preferences; musical expression; music preferences; musical taste; popular music; push scenarios; semantics |
description |
Our contribution addresses popular music as essential part of media entertainment offerings. Prior works explained liking for specific music titles in ‘push scenarios’ (radio programs, music recommendation, curated playlists) by either drawing on personal genre preferences, or on findings about ‘cognitive side effects’ leading to a preference drift towards familiar and society-wide popular tracks. However, both approaches do not satisfactorily explain why previously unknown music is liked. To address this, we hypothesise that unknown music is liked the more it is perceived as emotionally and semantically expressive, a notion based on concepts from media entertainment research and popular music studies. By a secondary analysis of existing data from an EU-funded R&D project, we demonstrate that this approach is more successful in predicting 10000 listeners’ liking ratings regarding 549 tracks from different genres than all hitherto theories combined. We further show that major expression dimensions are perceived relatively homogeneous across different sociodemographic groups and countries. Finally, we exhibit that music is such a stable, non-verbal sign-carrier that a machine learning model drawing on automatic audio signal analysis is successfully able to predict significant proportions of variance in musical meaning decoding. |
publishDate |
2020 |
dc.date.none.fl_str_mv |
2020-08-13 |
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 |
https://doi.org/10.17645/mac.v8i3.3153 oai:ojs.cogitatiopress.com:article/3153 |
url |
https://doi.org/10.17645/mac.v8i3.3153 |
identifier_str_mv |
oai:ojs.cogitatiopress.com:article/3153 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
https://www.cogitatiopress.com/mediaandcommunication/article/view/3153 https://doi.org/10.17645/mac.v8i3.3153 https://www.cogitatiopress.com/mediaandcommunication/article/view/3153/3153 https://www.cogitatiopress.com/mediaandcommunication/article/downloadSuppFile/3153/1238 |
dc.rights.driver.fl_str_mv |
Copyright (c) 2020 Steffen Lepa, Jochen Steffens, Martin Herzog, Hauke Egermann http://creativecommons.org/licenses/by/4.0 info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Copyright (c) 2020 Steffen Lepa, Jochen Steffens, Martin Herzog, Hauke Egermann http://creativecommons.org/licenses/by/4.0 |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Cogitatio |
publisher.none.fl_str_mv |
Cogitatio |
dc.source.none.fl_str_mv |
Media and Communication; Vol 8, No 3 (2020): Computational Approaches to Media Entertainment Research; 191-204 2183-2439 reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
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 |
repository.mail.fl_str_mv |
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1799130651738243072 |