Intelligence Empowers Aesthetic Education: A Study of MOOC Video Production Based on LDA Topic Modeling
- DOI
- 10.2991/978-94-6463-502-7_72How to use a DOI?
- Keywords
- Aesthetic Education; MOOC; Video Production; LDA Model; Course Reviews
- Abstract
Videos are the most important and commonly used resource in massive open online courses (MOOCs). This study takes 12 national quality courses of aesthetic education on the platform of ‘Chinese University MOOC’ as the research samples, aiming to explore the diversified production strategies of MOOC videos under intelligent technology. The study applies python web crawler to obtain the course evaluation data, and uses LDA topic modeling to mine the topics of the course evaluation texts. The experimental results show that learners mainly focus on five aspects: teacher teaching, course content, learning effect, aesthetic immersion, and video form. Based on this, video production strategies such as story-telling knowledge teaching, hierarchical content design, self-driven learning effect, immersive aesthetic immersion, and interactive video form are proposed to provide feasible references for the development and production of MOOC videos.
- Copyright
- © 2024 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - Jing Cao PY - 2024 DA - 2024/08/31 TI - Intelligence Empowers Aesthetic Education: A Study of MOOC Video Production Based on LDA Topic Modeling BT - Proceedings of the 2024 5th International Conference on Education, Knowledge and Information Management (ICEKIM 2024) PB - Atlantis Press SP - 681 EP - 689 SN - 2589-4900 UR - https://doi.org/10.2991/978-94-6463-502-7_72 DO - 10.2991/978-94-6463-502-7_72 ID - Cao2024 ER -