Bayesian network for predicting students' final grade using e-book logs in university education

Kousuke Mouri, Fumiya Okubo, Atsushi Shimada, Hiroaki Ogata

研究成果: 著書/レポートタイプへの貢献会議での発言

14 引用 (Scopus)

抜粋

This paper describes visualization and analysis methods using educational big data collected by research project at Kyushu University in Japan. The project uses an e-book system called BookLooper, Moodle, and Mahara. Logs for this analytics were collected from 99 first-year students in an information science course at Kyushu University. The number of logs are collected approximately 330,000, and this paper visualize and analyze the collected logs. The purpose of this study is to predict students' final grade and to profile visualization and analysis results. The prediction of this study shows that it leads to discoveries of students who fail to make the grade.

元の言語英語
ホスト出版物のタイトルProceedings - IEEE 16th International Conference on Advanced Learning Technologies, ICALT 2016
編集者J. Michael Spector, Chin-Chung Tsai, Ronghuai Huang, Paul Resta, Demetrios G Sampson, Kinshuk, Nian-Shing Chen
出版者Institute of Electrical and Electronics Engineers Inc.
ページ85-89
ページ数5
ISBN(電子版)9781467390415
DOI
出版物ステータス出版済み - 11 28 2016
イベント16th IEEE International Conference on Advanced Learning Technologies, ICALT 2016 - Austin, 米国
継続期間: 7 25 20167 28 2016

出版物シリーズ

名前Proceedings - IEEE 16th International Conference on Advanced Learning Technologies, ICALT 2016

その他

その他16th IEEE International Conference on Advanced Learning Technologies, ICALT 2016
米国
Austin
期間7/25/167/28/16

    フィンガープリント

All Science Journal Classification (ASJC) codes

  • Human-Computer Interaction
  • Education
  • Computer Networks and Communications
  • Computer Science Applications

これを引用

Mouri, K., Okubo, F., Shimada, A., & Ogata, H. (2016). Bayesian network for predicting students' final grade using e-book logs in university education. : J. M. Spector, C-C. Tsai, R. Huang, P. Resta, D. G. Sampson, Kinshuk, & N-S. Chen (版), Proceedings - IEEE 16th International Conference on Advanced Learning Technologies, ICALT 2016 (pp. 85-89). [7756929] (Proceedings - IEEE 16th International Conference on Advanced Learning Technologies, ICALT 2016). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICALT.2016.27