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Towards a Measure for Characterizing the Informational Content of Audio Signals and the Relation between Complexity and Auditory Encoding

The accurate description of a complex process should take into account not only the interacting elements involved but also the scale of the description. Therefore, there can not be a single measure for describing the associated complexity of a process nor a single metric applicable in all scenarios....

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Detalles Bibliográficos
Autores principales: Guerrero, Daniel, Rivera, Pedro, Febres, Gerardo, Gershenson, Carlos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8700659/
https://www.ncbi.nlm.nih.gov/pubmed/34945919
http://dx.doi.org/10.3390/e23121613
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author Guerrero, Daniel
Rivera, Pedro
Febres, Gerardo
Gershenson, Carlos
author_facet Guerrero, Daniel
Rivera, Pedro
Febres, Gerardo
Gershenson, Carlos
author_sort Guerrero, Daniel
collection PubMed
description The accurate description of a complex process should take into account not only the interacting elements involved but also the scale of the description. Therefore, there can not be a single measure for describing the associated complexity of a process nor a single metric applicable in all scenarios. This article introduces a framework based on multiscale entropy to characterize the complexity associated with the most identifiable characteristic of songs: the melody. We are particularly interested in measuring the complexity of popular songs and identifying levels of complexity that statistically explain the listeners’ preferences. We analyze the relationship between complexity and popularity using a database of popular songs and their relative position in a preferences ranking. There is a tendency toward a positive association between complexity and acceptance (success) of a song that is, however, not significant after adjusting for multiple testing.
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spelling pubmed-87006592021-12-24 Towards a Measure for Characterizing the Informational Content of Audio Signals and the Relation between Complexity and Auditory Encoding Guerrero, Daniel Rivera, Pedro Febres, Gerardo Gershenson, Carlos Entropy (Basel) Article The accurate description of a complex process should take into account not only the interacting elements involved but also the scale of the description. Therefore, there can not be a single measure for describing the associated complexity of a process nor a single metric applicable in all scenarios. This article introduces a framework based on multiscale entropy to characterize the complexity associated with the most identifiable characteristic of songs: the melody. We are particularly interested in measuring the complexity of popular songs and identifying levels of complexity that statistically explain the listeners’ preferences. We analyze the relationship between complexity and popularity using a database of popular songs and their relative position in a preferences ranking. There is a tendency toward a positive association between complexity and acceptance (success) of a song that is, however, not significant after adjusting for multiple testing. MDPI 2021-11-30 /pmc/articles/PMC8700659/ /pubmed/34945919 http://dx.doi.org/10.3390/e23121613 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Guerrero, Daniel
Rivera, Pedro
Febres, Gerardo
Gershenson, Carlos
Towards a Measure for Characterizing the Informational Content of Audio Signals and the Relation between Complexity and Auditory Encoding
title Towards a Measure for Characterizing the Informational Content of Audio Signals and the Relation between Complexity and Auditory Encoding
title_full Towards a Measure for Characterizing the Informational Content of Audio Signals and the Relation between Complexity and Auditory Encoding
title_fullStr Towards a Measure for Characterizing the Informational Content of Audio Signals and the Relation between Complexity and Auditory Encoding
title_full_unstemmed Towards a Measure for Characterizing the Informational Content of Audio Signals and the Relation between Complexity and Auditory Encoding
title_short Towards a Measure for Characterizing the Informational Content of Audio Signals and the Relation between Complexity and Auditory Encoding
title_sort towards a measure for characterizing the informational content of audio signals and the relation between complexity and auditory encoding
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8700659/
https://www.ncbi.nlm.nih.gov/pubmed/34945919
http://dx.doi.org/10.3390/e23121613
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