Affiliation:
1. 1 Public Course Teaching Department , Guangdong Administration Vocational College , Guangzhou , Guangdong , , China .
Abstract
Abstract
This paper develops a cluster analysis model based on big data analytics, which first utilizes ETL tools to extract, clean, and standardize music teaching data from massive data. Then, the preprocessed music teaching data was analyzed using a big data technology platform. Finally, the clustering algorithm has been improved, and the K-means algorithm based on density optimization is designed to cluster the music teaching data. Using this model to analyze the learning behavior of college music classroom yields that the quantitative values of test activities and classroom performance in Classification 1 are only 11 and 14, the quantitative value of classroom performance in Classification 2 is only 9, and the quantitative value of homework group task in Classification 3 is only 9. The analysis shows that the quality of music teachers in colleges and universities is not uniform. The current state of music teaching in colleges and universities is poor, and it is imperative to create and improve music education.
Subject
Applied Mathematics,Engineering (miscellaneous),Modeling and Simulation,General Computer Science
Reference16 articles.
1. Zhang, Z. (2021). Study of chorus art on students’ aesthetic cognition. International Journal of Electrical Engineering Education, 002072092110032.
2. Valerio, M. (2019). Florentine patricians, art, music and culture around 1600. Early Music(3), 3.
3. Loureiro, S. M. C., Roschk, H., & Lima, F. (2019). The role of background music in visitors’ experience of art exhibitions: music, memory and art appraisal. International Journal of Arts Management, 22(1), 4-24.
4. Jorritsma, M. (2022). Towards an eco-literate tertiary music education: notes from a south african context. International Journal of Music Education, 40(1), 14-25.
5. Hess. (2021). Cultural competence or the mapping of racialized space: cartographies of music education. Bulletin of the Council for Research in Music Education (227), 7.
Cited by
1 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献