TY - GEN
T1 - Bayesian network for predicting students' final grade using e-book logs in university education
AU - Mouri, Kousuke
AU - Okubo, Fumiya
AU - Shimada, Atsushi
AU - Ogata, Hiroaki
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/11/28
Y1 - 2016/11/28
N2 - 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.
AB - 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.
UR - https://www.scopus.com/pages/publications/85006868302
UR - https://www.scopus.com/pages/publications/85006868302#tab=citedBy
U2 - 10.1109/ICALT.2016.27
DO - 10.1109/ICALT.2016.27
M3 - Conference contribution
AN - SCOPUS:85006868302
T3 - Proceedings - IEEE 16th International Conference on Advanced Learning Technologies, ICALT 2016
SP - 85
EP - 89
BT - Proceedings - IEEE 16th International Conference on Advanced Learning Technologies, ICALT 2016
A2 - Spector, J. Michael
A2 - Tsai, Chin-Chung
A2 - Huang, Ronghuai
A2 - Resta, Paul
A2 - Sampson, Demetrios G
A2 - Kinshuk, null
A2 - Chen, Nian-Shing
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 16th IEEE International Conference on Advanced Learning Technologies, ICALT 2016
Y2 - 25 July 2016 through 28 July 2016
ER -