TY - GEN
T1 - Good students look back previous pages
AU - Hirokawa, Sachio
N1 - Publisher Copyright:
© 2018 Asia-Pacific Society for Computers in Education..All Rights Reserved.
PY - 2018/11/24
Y1 - 2018/11/24
N2 - Educational institutions have many expectations for the use of E-book. The top expectation is to evaluate and to improve the education system based on the accumulated learning activity log data. This paper applied machine learning to predict the learner's final score from e-Book browsing logs. The present paper evaluated the prediction performance of the good students with the final grade of 80 or more from their learning access logs. An experimental evaluation revealed that the prediction performance (accuracy) was only 64% if we use only the accessed page information. However, the accuracy was improved to 89% when consecutive browsing page transition information was used. Furthermore, it was confirmed that returning to the previous page as a feature of the highest grades student.s.
AB - Educational institutions have many expectations for the use of E-book. The top expectation is to evaluate and to improve the education system based on the accumulated learning activity log data. This paper applied machine learning to predict the learner's final score from e-Book browsing logs. The present paper evaluated the prediction performance of the good students with the final grade of 80 or more from their learning access logs. An experimental evaluation revealed that the prediction performance (accuracy) was only 64% if we use only the accessed page information. However, the accuracy was improved to 89% when consecutive browsing page transition information was used. Furthermore, it was confirmed that returning to the previous page as a feature of the highest grades student.s.
UR - http://www.scopus.com/inward/record.url?scp=85060055616&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85060055616&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85060055616
T3 - ICCE 2018 - 26th International Conference on Computers in Education, Workshop Proceedings
SP - 457
EP - 466
BT - ICCE 2018 - 26th International Conference on Computers in Education, Workshop Proceedings
A2 - Wong, Lung-Hsiang
A2 - Banawan, Michelle
A2 - Srisawasdi, Niwat
A2 - Yang, Jie Chi
A2 - Rodrigo, Ma. Mercedes T.
A2 - Chang, Maiga
A2 - Wu, Ying-Tien
PB - Asia-Pacific Society for Computers in Education
T2 - 26th International Conference on Computers in Education, ICCE 2018
Y2 - 26 November 2018 through 30 November 2018
ER -