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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Hindawi
2022
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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. |
format | Online Article Text |
id | pubmed-9398802 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT baonuan analysisofmusicretrievalbasedonemotionaltagsenvironment |