Popular Music as Entertainment Communication: How Perceived Semantic Expression Explains Liking of Previously Unknown Music

Detalhes bibliográficos
Autor(a) principal: Lepa, Steffen
Data de Publicação: 2020
Outros Autores: Steffens, Jochen, Herzog, Martin, Egermann, Hauke
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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spelling 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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