<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>This paper explores the feasibility of music therapy in alleviating students’ anxiety symptoms by comparing the effects of different audiovisual singing music therapies on the regulation of students’ anxiety states. The method of emotion calculation and exponential function is used to quantify students’ emotions, combined with the emotion matrix to express the degree of change of students’ emotions, and the cognitive map of music preference is constructed according to the prediction of students’ emotional state. Using emotion similarity matrix to determine the degree of music and student emotion matching available. Music recommendation methods were utilized to push music to anxious student groups, and the students’ music inclination degree was derived from the data. The effects of classical music and light music on students’ anxiety were also analyzed. The results showed that the only two categories of students’ music style tendency degree > 0.5 under anxiety were light music and classical music, and the music tendency degree was categorized as 0.823 and 0.797. The students’ anxiety scores were significantly lower than those before the intervention after the music intervention, with a T-value of 2.52, p&lt;0.05. The difference between the scores of the Sleep Quality Scale and the pre-intervention was insignificant. Lower than that of the control group but the difference was not significant p>0.05, which indicates that music therapy can effectively relieve students’ anxiety.</p>
</abstract>

This paper explores the feasibility of music therapy in alleviating students’ anxiety symptoms by comparing the effects of different audiovisual singing music therapies on the regulation of students’ anxiety states. The method of emotion calculation and exponential function is used to quantify students’ emotions, combined with the emotion matrix to express the degree of change of students’ emotions, and the cognitive map of music preference is constructed according to the prediction of students’ emotional state. Using emotion similarity matrix to determine the degree of music and student emotion matching available. Music recommendation methods were utilized to push music to anxious student groups, and the students’ music inclination degree was derived from the data. The effects of classical music and light music on students’ anxiety were also analyzed. The results showed that the only two categories of students’ music style tendency degree > 0.5 under anxiety were light music and classical music, and the music tendency degree was categorized as 0.823 and 0.797. The students’ anxiety scores were significantly lower than those before the intervention after the music intervention, with a T-value of 2.52, p<0.05. The difference between the scores of the Sleep Quality Scale and the pre-intervention was insignificant. Lower than that of the control group but the difference was not significant p>0.05, which indicates that music therapy can effectively relieve students’ anxiety.

Cognitive mapping-based audiovisual and singing music therapy as a cross-intervention for college students’ anxiety

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

This paper explores the feasibility of music therapy in alleviating students’ anxiety symptoms by comparing the effects of different audiovisual singing music therapies on the regulation of students’ anxiety states. The method of emotion calculation and exponential function is used to quantify students’ emotions, combined with the emotion matrix to express the degree of change of students’ emotions, and the cognitive map of music preference is constructed according to the prediction of students’ emotional state. Using emotion similarity matrix to determine the degree of music and student emotion matching available. Music recommendation methods were utilized to push music to anxious student groups, and the students’ music inclination degree was derived from the data. The effects of classical music and light music on students’ anxiety were also analyzed. The results showed that the only two categories of students’ music style tendency degree > 0.5 under anxiety were light music and classical music, and the music tendency degree was categorized as 0.823 and 0.797. The students’ anxiety scores were significantly lower than those before the intervention after the music intervention, with a T-value of 2.52, p0.05, which indicates that music therapy can effectively relieve students’ anxiety.

This paper explores the feasibility of music therapy in alleviating students’ anxiety symptoms by comparing the effects of different audiovisual singing music...

Cognitive mapping-based audiovisual and singing music therapy as a cross-intervention for college students’ anxiety

Published Online: Feb 26, 2024

Page range: -

Received: Jan 04, 2024

Accepted: Jan 14, 2024

DOI: https://doi.org/10.2478/amns-2024-0375

Keywords
Music therapy, Emotion similarity matrix, Cognitive mapping, Emotion calculation, Anxiety intervention

© 2024 Yue Zhao, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Cognitive mapping-based audiovisual and singing music therapy as a cross-intervention for college students’ anxiety

Published Online: Feb 26, 2024

Page range: -

Received: Jan 04, 2024

Accepted: Jan 14, 2024

DOI: https://doi.org/10.2478/amns-2024-0375

KeywordsMusic therapy, Emotion similarity matrix, Cognitive mapping, Emotion calculation, Anxiety intervention

© 2024 Yue Zhao, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
Music therapy, Emotion similarity matrix, Cognitive mapping, Emotion calculation, Anxiety intervention