抄録
This paper proposes a method to analyze preview behaviors of students using a learning management system (LMS) and an e-book system. We collected a large number of operation logs from e-books to analyze the process of learning. In addition, we conducted a quiz to test the level of understanding. This study especially focuses on an analysis of the relationship between learning behavior in preview and its effectiveness in the corresponding quiz. We apply a machine learning and classification methodology for behavior analysis. Experimental results report that students who undertake good preview achieve better scores in quizzes.
| 元の言語 | 英語 |
|---|---|
| ホスト出版物のタイトル | Workshop Proceedings of the 23rd International Conference on Computers in Education, ICCE 2015 |
| 編集者 | Ying-Tien Wu, Tomoko Kojiri, Siu Cheung Kong, Feiyue Qiu, Hiroaki Ogata, Thepchai Supnithi, Yonggu Wang, Weiqin Chen |
| 出版者 | Asia-Pacific Society for Computers in Education |
| ページ | 593-600 |
| ページ数 | 8 |
| ISBN（電子版） | 9784990801472 |
| 出版物ステータス | 出版済み - 1 1 2015 |
| イベント | 23rd International Conference on Computers in Education, ICCE 2015 - Hangzhou, 中国 継続期間: 11 30 2015 → 12 4 2015 |
出版物シリーズ
| 名前 | Workshop Proceedings of the 23rd International Conference on Computers in Education, ICCE 2015 |
|---|
その他
| その他 | 23rd International Conference on Computers in Education, ICCE 2015 |
|---|---|
| 国 | 中国 |
| 市 | Hangzhou |
| 期間 | 11/30/15 → 12/4/15 |
Fingerprint
All Science Journal Classification (ASJC) codes
- Computer Science Applications
- Human-Computer Interaction
- Education
これを引用
Analysis of preview behavior in E-Book system. / Shimada, Atsushi; Okubo, Fumiya; Yin, Chengjiu; Terai, Misato; Kentaro, Kojima; Yamada, Masanori; Ogata, Hiroaki.
Workshop Proceedings of the 23rd International Conference on Computers in Education, ICCE 2015. 版 / Ying-Tien Wu; Tomoko Kojiri; Siu Cheung Kong; Feiyue Qiu; Hiroaki Ogata; Thepchai Supnithi; Yonggu Wang; Weiqin Chen. Asia-Pacific Society for Computers in Education, 2015. p. 593-600 (Workshop Proceedings of the 23rd International Conference on Computers in Education, ICCE 2015).研究成果: 著書/レポートタイプへの貢献 › 会議での発言
}
TY - GEN
T1 - Analysis of preview behavior in E-Book system
AU - Shimada, Atsushi
AU - Okubo, Fumiya
AU - Yin, Chengjiu
AU - Terai, Misato
AU - Kentaro, Kojima
AU - Yamada, Masanori
AU - Ogata, Hiroaki
PY - 2015/1/1
Y1 - 2015/1/1
N2 - This paper proposes a method to analyze preview behaviors of students using a learning management system (LMS) and an e-book system. We collected a large number of operation logs from e-books to analyze the process of learning. In addition, we conducted a quiz to test the level of understanding. This study especially focuses on an analysis of the relationship between learning behavior in preview and its effectiveness in the corresponding quiz. We apply a machine learning and classification methodology for behavior analysis. Experimental results report that students who undertake good preview achieve better scores in quizzes.
AB - This paper proposes a method to analyze preview behaviors of students using a learning management system (LMS) and an e-book system. We collected a large number of operation logs from e-books to analyze the process of learning. In addition, we conducted a quiz to test the level of understanding. This study especially focuses on an analysis of the relationship between learning behavior in preview and its effectiveness in the corresponding quiz. We apply a machine learning and classification methodology for behavior analysis. Experimental results report that students who undertake good preview achieve better scores in quizzes.
UR - http://www.scopus.com/inward/record.url?scp=85031427769&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85031427769&partnerID=8YFLogxK
M3 - Conference contribution
T3 - Workshop Proceedings of the 23rd International Conference on Computers in Education, ICCE 2015
SP - 593
EP - 600
BT - Workshop Proceedings of the 23rd International Conference on Computers in Education, ICCE 2015
A2 - Wu, Ying-Tien
A2 - Kojiri, Tomoko
A2 - Kong, Siu Cheung
A2 - Qiu, Feiyue
A2 - Ogata, Hiroaki
A2 - Supnithi, Thepchai
A2 - Wang, Yonggu
A2 - Chen, Weiqin
PB - Asia-Pacific Society for Computers in Education
ER -