Transfer Learning to Timed Text Based Video Classification Using CNN

Author:

Kastrati Zenun1,Imran Ali Shariq2,Kurti Arianit1

Affiliation:

1. Department of Computer Science and Media Technology, Linnaeus University, Växjö, Sweden

2. Department of Electronic Systems, Norwegian University of Science and Technology, Trondheim, Norway

Publisher

ACM Press

Reference18 articles.

1. Houssem Chatbri, Kevin McGuinness, Suzanne Little, Jiang Zhou, Keisuke Kameyama, Paul Kwan, and Noel E. O'Connor. 2017. Automatic MOOC Video Classification Using Transcript Features and Convolutional Neural Networks. In Proceedings of the 2017 ACM Workshop on Multimedia-based Educational and Knowledge Technologies for Personalized and Social Online Training. ACM, 21--26.

2. Fisnik Dalipi, Arianit Kurti, Katerina Zdravkova, and Lule Ahmedi. 2017. Rethinking the conventional learning paradigm towards MOOC based flipped classroom learning. In Information Technology Based Higher Education and Training (ITHET), 2017 16th International Conference on. IEEE, 1--6.

3. Danilo Dessi, Gianni Fenu, Mirko Marras, and Diego Reforgiato Recupero. 2018. Bridging learning analytics and Cognitive Computing for Big Data classification in micro-learning video collections. Computers in Human Behavior (2018), 1--10.

4. Philip J. Guo, Juho Kim, and Rob Rubin. 2014. How Video Production Affects Student Engagement: An Empirical Study of MOOC Videos. In Proceedings of the First ACM Conference on Learning @ Scale Conference (L@S '14). ACM, 41--50.

5. Chunneng Huang, Tianjun Fu, and Hsinchun Chen. 2010. Text-based Video Content Classification for Online Video-sharing Sites. Journal of the American Society for Information Science and Technology 61, 5 (2010), 891--906.

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