Recommendation of Instructional Video Clips for HTML Learners Based on the ID3 Algorithm

Ting Chia Hsu, Kai Zhong Zhou

研究成果: 書貢獻/報告類型會議論文篇章

摘要

This study proposes a recommendation system for video clips based on the ID3 algorithm. The system was developed using the Python programming language. There were totally seven videos instructing how to design a webpage. The videos were micro lectures, so the length of each was only 10 minutes for each learning unit. When the system diagnoses the prior knowledge of the students, the recommendation system will decide the starting learning node for the individual students. The system was used in remedial instruction of webpage design. The system checked which individual students weaknesses required strengthening after one round of self-learning. The results showed that the remedial instruction recommended by the system was successful enough to significantly improve the students learning effectiveness. The results indicated that the self-efficacy of the low-achievement students achieved a level as high as that of the high-achievement students after the students employed the proposed approach to enhancing their webpage design learning and received the required learning videos. Because the low-achievement students received more remedial instruction learning materials, they had higher external cognitive loads. However, because the difficulty level of the learning materials which were recommended to the individuals conformed to their prior knowledge, the internal cognitive loads of the high-achievement students were not significantly different from those of the low-achievement students.

原文英語
主出版物標題Proceedings - 2017 6th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2017
編輯Kiyota Hashimoto, Naoki Fukuta, Tokuro Matsuo, Sachio Hirokawa, Masao Mori, Masao Mori
發行者Institute of Electrical and Electronics Engineers Inc.
頁面629-632
頁數4
ISBN(電子)9781538606216
DOIs
出版狀態已發佈 - 2017 十一月 15
事件6th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2017 - Hamamatsu, Shizuoka, 日本
持續時間: 2017 七月 9 → …

出版系列

名字Proceedings - 2017 6th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2017

會議

會議6th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2017
國家/地區日本
城市Hamamatsu, Shizuoka
期間2017/07/09 → …

ASJC Scopus subject areas

  • 人工智慧
  • 電腦網路與通信
  • 電腦科學應用
  • 資訊系統
  • 資訊系統與管理

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