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Acoustic Features Influence Musical Choices Across Multiple Genres
Based on a large behavioral dataset of music downloads, two analyses investigate whether the acoustic features of listeners' preferred musical genres influence their choice of tracks within non-preferred, secondary musical styles. Analysis 1 identifies feature distributions for pairs of genre-d...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5495864/ https://www.ncbi.nlm.nih.gov/pubmed/28725200 http://dx.doi.org/10.3389/fpsyg.2017.00931 |
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author | Barone, Michael D. Bansal, Jotthi Woolhouse, Matthew H. |
author_facet | Barone, Michael D. Bansal, Jotthi Woolhouse, Matthew H. |
author_sort | Barone, Michael D. |
collection | PubMed |
description | Based on a large behavioral dataset of music downloads, two analyses investigate whether the acoustic features of listeners' preferred musical genres influence their choice of tracks within non-preferred, secondary musical styles. Analysis 1 identifies feature distributions for pairs of genre-defined subgroups that are distinct. Using correlation analysis, these distributions are used to test the degree of similarity between subgroups' main genres and the other music within their download collections. Analysis 2 explores the issue of main-to-secondary genre influence through the production of 10 feature-influence matrices, one per acoustic feature, in which cell values indicate the percentage change in features for genres and subgroups compared to overall population averages. In total, 10 acoustic features and 10 genre-defined subgroups are explored within the two analyses. Results strongly indicate that the acoustic features of people's main genres influence the tracks they download within non-preferred, secondary musical styles. The nature of this influence and its possible actuating mechanisms are discussed with respect to research on musical preference, personality, and statistical learning. |
format | Online Article Text |
id | pubmed-5495864 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-54958642017-07-19 Acoustic Features Influence Musical Choices Across Multiple Genres Barone, Michael D. Bansal, Jotthi Woolhouse, Matthew H. Front Psychol Psychology Based on a large behavioral dataset of music downloads, two analyses investigate whether the acoustic features of listeners' preferred musical genres influence their choice of tracks within non-preferred, secondary musical styles. Analysis 1 identifies feature distributions for pairs of genre-defined subgroups that are distinct. Using correlation analysis, these distributions are used to test the degree of similarity between subgroups' main genres and the other music within their download collections. Analysis 2 explores the issue of main-to-secondary genre influence through the production of 10 feature-influence matrices, one per acoustic feature, in which cell values indicate the percentage change in features for genres and subgroups compared to overall population averages. In total, 10 acoustic features and 10 genre-defined subgroups are explored within the two analyses. Results strongly indicate that the acoustic features of people's main genres influence the tracks they download within non-preferred, secondary musical styles. The nature of this influence and its possible actuating mechanisms are discussed with respect to research on musical preference, personality, and statistical learning. Frontiers Media S.A. 2017-07-04 /pmc/articles/PMC5495864/ /pubmed/28725200 http://dx.doi.org/10.3389/fpsyg.2017.00931 Text en Copyright © 2017 Barone, Bansal and Woolhouse. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Barone, Michael D. Bansal, Jotthi Woolhouse, Matthew H. Acoustic Features Influence Musical Choices Across Multiple Genres |
title | Acoustic Features Influence Musical Choices Across Multiple Genres |
title_full | Acoustic Features Influence Musical Choices Across Multiple Genres |
title_fullStr | Acoustic Features Influence Musical Choices Across Multiple Genres |
title_full_unstemmed | Acoustic Features Influence Musical Choices Across Multiple Genres |
title_short | Acoustic Features Influence Musical Choices Across Multiple Genres |
title_sort | acoustic features influence musical choices across multiple genres |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5495864/ https://www.ncbi.nlm.nih.gov/pubmed/28725200 http://dx.doi.org/10.3389/fpsyg.2017.00931 |
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