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The influence of music teaching appreciation on the mental health of college students based on multimedia data analysis

The mental health problem of college students has gradually become the focus of people’s attention. The music appreciation course in university is a very effective approach of psychological counseling, and it is urgent to explore the role of music appreciation in psychological adjustment. Therefore,...

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Detalles Bibliográficos
Autor principal: Shen, Qiangwei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10557508/
https://www.ncbi.nlm.nih.gov/pubmed/37810333
http://dx.doi.org/10.7717/peerj-cs.1589
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author Shen, Qiangwei
author_facet Shen, Qiangwei
author_sort Shen, Qiangwei
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description The mental health problem of college students has gradually become the focus of people’s attention. The music appreciation course in university is a very effective approach of psychological counseling, and it is urgent to explore the role of music appreciation in psychological adjustment. Therefore, we propose an emotion classification model based on particle swarm optimization (PSO) to study the effect of inter active music appreciation teaching on the mental health of college students. We first extract musical features as input. Then, the extracted music appreciation features generate subtitles of music information. Finally, we weight the above features, input them into the network, modify the network through particle swarm optimization, and output the emotional class of music. The experimental results show that the music emotion classification model has a high classification accuracy of 82.6%, and can obtain the emotional categories included in interactive music appreciation, which is helpful to guide the mental health of college students in music appreciation teaching.
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spelling pubmed-105575082023-10-07 The influence of music teaching appreciation on the mental health of college students based on multimedia data analysis Shen, Qiangwei PeerJ Comput Sci Algorithms and Analysis of Algorithms The mental health problem of college students has gradually become the focus of people’s attention. The music appreciation course in university is a very effective approach of psychological counseling, and it is urgent to explore the role of music appreciation in psychological adjustment. Therefore, we propose an emotion classification model based on particle swarm optimization (PSO) to study the effect of inter active music appreciation teaching on the mental health of college students. We first extract musical features as input. Then, the extracted music appreciation features generate subtitles of music information. Finally, we weight the above features, input them into the network, modify the network through particle swarm optimization, and output the emotional class of music. The experimental results show that the music emotion classification model has a high classification accuracy of 82.6%, and can obtain the emotional categories included in interactive music appreciation, which is helpful to guide the mental health of college students in music appreciation teaching. PeerJ Inc. 2023-09-26 /pmc/articles/PMC10557508/ /pubmed/37810333 http://dx.doi.org/10.7717/peerj-cs.1589 Text en ©2023 Shen https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ Computer Science) and either DOI or URL of the article must be cited.
spellingShingle Algorithms and Analysis of Algorithms
Shen, Qiangwei
The influence of music teaching appreciation on the mental health of college students based on multimedia data analysis
title The influence of music teaching appreciation on the mental health of college students based on multimedia data analysis
title_full The influence of music teaching appreciation on the mental health of college students based on multimedia data analysis
title_fullStr The influence of music teaching appreciation on the mental health of college students based on multimedia data analysis
title_full_unstemmed The influence of music teaching appreciation on the mental health of college students based on multimedia data analysis
title_short The influence of music teaching appreciation on the mental health of college students based on multimedia data analysis
title_sort influence of music teaching appreciation on the mental health of college students based on multimedia data analysis
topic Algorithms and Analysis of Algorithms
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10557508/
https://www.ncbi.nlm.nih.gov/pubmed/37810333
http://dx.doi.org/10.7717/peerj-cs.1589
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