A Method for Converting Lecture Videos into Microcontents and Visualizing Them
With the spread of online courses, a large amount of lecture videos has become available. In order to make more advanced use of existing lecture videos, it is necessary to convert the videos into microcontents and visualize them in a way that allows users to easily find the parts they need. For this purpose, in this paper, we propose a method for converting lecture videos into microcontents. The method vectorizes transcripts of videos using Doc2Vec and then divides videos based on the distance between these vectors. In addition, we compared visualization methods using principal component analysis, multidimensional scaling, and t-SNE, and found that t-SNE is suitable for the visualization.
Authors
- Masako Furukawa
- Yoshitomo Yaginuma
Institutions
- National Institute of Informatics (JP)
- The Open University of Japan (JP)
Publication Details
- Journal
- IIAI Letters on Informatics and Interdisciplinary Research
- Published
- 2025-01-01
- DOI
- https://doi.org/10.52731/liir.v006.458
- Primary Topic
- Innovative Teaching and Learning Methods
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Japan Society for the Promotion of Science