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Analysis of Music Retrieval Based on Emotional Tags Environment

In general, tags are used to interpret the content of music, while the music itself expresses emotion. The emotional information conveyed by the same music is described by a large number of emotion tags in various ways. This paper proposes and establishes an algorithm for music retrieval based on em...

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Detalles Bibliográficos
Autor principal: Bao, Nuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9398802/
https://www.ncbi.nlm.nih.gov/pubmed/36017242
http://dx.doi.org/10.1155/2022/4670963
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author Bao, Nuan
author_facet Bao, Nuan
author_sort Bao, Nuan
collection PubMed
description In general, tags are used to interpret the content of music, while the music itself expresses emotion. The emotional information conveyed by the same music is described by a large number of emotion tags in various ways. This paper proposes and establishes an algorithm for music retrieval based on emotional tags. By modelling user emotional tags and music, a bipartite graph with emotional tags and music as nodes is first created. The tags and semantic similarity between the music are then calculated using the T_SimRank algorithm, and the popularity of the music is calculated using the T_PageRank algorithm. Finally, the two methods are combined using the concept of ranking learning to produce the final ranking of the music. Experiments demonstrate that the method suggested in this paper can better satisfy user retrieval needs than conventional cosine similarity and tag co-occurrence-based similarity methods and that the fusion of multiple methods is preferable to a single method.
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spelling pubmed-93988022022-08-24 Analysis of Music Retrieval Based on Emotional Tags Environment Bao, Nuan J Environ Public Health Research Article In general, tags are used to interpret the content of music, while the music itself expresses emotion. The emotional information conveyed by the same music is described by a large number of emotion tags in various ways. This paper proposes and establishes an algorithm for music retrieval based on emotional tags. By modelling user emotional tags and music, a bipartite graph with emotional tags and music as nodes is first created. The tags and semantic similarity between the music are then calculated using the T_SimRank algorithm, and the popularity of the music is calculated using the T_PageRank algorithm. Finally, the two methods are combined using the concept of ranking learning to produce the final ranking of the music. Experiments demonstrate that the method suggested in this paper can better satisfy user retrieval needs than conventional cosine similarity and tag co-occurrence-based similarity methods and that the fusion of multiple methods is preferable to a single method. Hindawi 2022-08-16 /pmc/articles/PMC9398802/ /pubmed/36017242 http://dx.doi.org/10.1155/2022/4670963 Text en Copyright © 2022 Nuan Bao. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Bao, Nuan
Analysis of Music Retrieval Based on Emotional Tags Environment
title Analysis of Music Retrieval Based on Emotional Tags Environment
title_full Analysis of Music Retrieval Based on Emotional Tags Environment
title_fullStr Analysis of Music Retrieval Based on Emotional Tags Environment
title_full_unstemmed Analysis of Music Retrieval Based on Emotional Tags Environment
title_short Analysis of Music Retrieval Based on Emotional Tags Environment
title_sort analysis of music retrieval based on emotional tags environment
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9398802/
https://www.ncbi.nlm.nih.gov/pubmed/36017242
http://dx.doi.org/10.1155/2022/4670963
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