Learning support through personalized review material recommendations

Tetsuya Shiino; Atsushi Shimada; Tsubasa Minematsu; Rin Ichiro Taniguchi

Learning support through personalized review material recommendations

Tetsuya Shiino, Atsushi Shimada, Tsubasa Minematsu, Rin Ichiro Taniguchi

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

Recent enrichment of digital learning environments has made it possible to obtain learning logs (data) on learners' learning behavior. In this situation, it is possible to recommend learning contents which are appropriate for individual learner by analyzing learning data. Our study develops a learning support system which recommends personalized review materials based on the results of quizzes and learning activities recorded by e-textbooks. In this paper, we explain the details of the system and report experimental results.

Original language	English
Title of host publication	ICCE 2020 - 28th International Conference on Computers in Education, Proceedings
Editors	Hyo-Jeong So, Ma. Mercedes Rodrigo, Jon Mason, Antonija Mitrovic, Michelle P. Banawan, Mas Nida BT MD Khambari, Ali Dewan, Swapna Gottipati, Mohammed Nehal Hasnine, Madathil Warriem Jayakrishnan, Bo Jiang, Morris Jong, Kazuaki Kojima, Jenilyn L. Agapito, Ping Li, Tatsunori Matsui, Hiroaki Ogata, Patcharin Panjaburee, Rustam Shadiev, Han-Yu Sung, Thepchai Supnithi, Ahmed Tlili, Charoenchai Wongwatkit, Chengjiu Yin
Publisher	Asia-Pacific Society for Computers in Education
Pages	137-143
Number of pages	7
ISBN (Electronic)	9789869721462
Publication status	Published - Nov 23 2020
Event	28th International Conference on Computers in Education, ICCE 2020 - Virtual, Online Duration: Nov 23 2020 → Nov 27 2020

Publication series

Name	ICCE 2020 - 28th International Conference on Computers in Education, Proceedings
Volume	2

Conference

Conference	28th International Conference on Computers in Education, ICCE 2020
City	Virtual, Online
Period	11/23/20 → 11/27/20

All Science Journal Classification (ASJC) codes

Computer Science (miscellaneous)
Computer Science Applications
Education

Cite this

Shiino, T., Shimada, A., Minematsu, T., & Taniguchi, R. I. (2020). Learning support through personalized review material recommendations. In H-J. So, M. M. Rodrigo, J. Mason, A. Mitrovic, M. P. Banawan, M. N. BT. MD. Khambari, A. Dewan, S. Gottipati, M. N. Hasnine, M. W. Jayakrishnan, B. Jiang, M. Jong, K. Kojima, J. L. Agapito, P. Li, T. Matsui, H. Ogata, P. Panjaburee, R. Shadiev, H-Y. Sung, T. Supnithi, A. Tlili, C. Wongwatkit, ... C. Yin (Eds.), ICCE 2020 - 28th International Conference on Computers in Education, Proceedings (pp. 137-143). (ICCE 2020 - 28th International Conference on Computers in Education, Proceedings; Vol. 2). Asia-Pacific Society for Computers in Education.

Learning support through personalized review material recommendations. / Shiino, Tetsuya; Shimada, Atsushi ; Minematsu, Tsubasa et al.

ICCE 2020 - 28th International Conference on Computers in Education, Proceedings. ed. / Hyo-Jeong So; Ma. Mercedes Rodrigo; Jon Mason; Antonija Mitrovic; Michelle P. Banawan; Mas Nida BT MD Khambari; Ali Dewan; Swapna Gottipati; Mohammed Nehal Hasnine; Madathil Warriem Jayakrishnan; Bo Jiang; Morris Jong; Kazuaki Kojima; Jenilyn L. Agapito; Ping Li; Tatsunori Matsui; Hiroaki Ogata; Patcharin Panjaburee; Rustam Shadiev; Han-Yu Sung; Thepchai Supnithi; Ahmed Tlili; Charoenchai Wongwatkit; Chengjiu Yin. Asia-Pacific Society for Computers in Education, 2020. p. 137-143 (ICCE 2020 - 28th International Conference on Computers in Education, Proceedings; Vol. 2).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Shiino, T, Shimada, A , Minematsu, T & Taniguchi, RI 2020, Learning support through personalized review material recommendations. in H-J So, MM Rodrigo, J Mason, A Mitrovic, MP Banawan, MNBTMD Khambari, A Dewan, S Gottipati, MN Hasnine, MW Jayakrishnan, B Jiang, M Jong, K Kojima, JL Agapito, P Li, T Matsui, H Ogata, P Panjaburee, R Shadiev, H-Y Sung, T Supnithi, A Tlili, C Wongwatkit & C Yin (eds), ICCE 2020 - 28th International Conference on Computers in Education, Proceedings. ICCE 2020 - 28th International Conference on Computers in Education, Proceedings, vol. 2, Asia-Pacific Society for Computers in Education, pp. 137-143, 28th International Conference on Computers in Education, ICCE 2020, Virtual, Online, 11/23/20.

Shiino T, Shimada A , Minematsu T , Taniguchi RI. Learning support through personalized review material recommendations. In So H-J, Rodrigo MM, Mason J, Mitrovic A, Banawan MP, Khambari MNBTMD, Dewan A, Gottipati S, Hasnine MN, Jayakrishnan MW, Jiang B, Jong M, Kojima K, Agapito JL, Li P, Matsui T, Ogata H, Panjaburee P, Shadiev R, Sung H-Y, Supnithi T, Tlili A, Wongwatkit C, Yin C, editors, ICCE 2020 - 28th International Conference on Computers in Education, Proceedings. Asia-Pacific Society for Computers in Education. 2020. p. 137-143. (ICCE 2020 - 28th International Conference on Computers in Education, Proceedings).

Shiino, Tetsuya ; Shimada, Atsushi ; Minematsu, Tsubasa et al. / Learning support through personalized review material recommendations. ICCE 2020 - 28th International Conference on Computers in Education, Proceedings. editor / Hyo-Jeong So ; Ma. Mercedes Rodrigo ; Jon Mason ; Antonija Mitrovic ; Michelle P. Banawan ; Mas Nida BT MD Khambari ; Ali Dewan ; Swapna Gottipati ; Mohammed Nehal Hasnine ; Madathil Warriem Jayakrishnan ; Bo Jiang ; Morris Jong ; Kazuaki Kojima ; Jenilyn L. Agapito ; Ping Li ; Tatsunori Matsui ; Hiroaki Ogata ; Patcharin Panjaburee ; Rustam Shadiev ; Han-Yu Sung ; Thepchai Supnithi ; Ahmed Tlili ; Charoenchai Wongwatkit ; Chengjiu Yin. Asia-Pacific Society for Computers in Education, 2020. pp. 137-143 (ICCE 2020 - 28th International Conference on Computers in Education, Proceedings).

@inproceedings{6a7014914d8f489dbf6d7732494a1006,

title = "Learning support through personalized review material recommendations",

abstract = "Recent enrichment of digital learning environments has made it possible to obtain learning logs (data) on learners' learning behavior. In this situation, it is possible to recommend learning contents which are appropriate for individual learner by analyzing learning data. Our study develops a learning support system which recommends personalized review materials based on the results of quizzes and learning activities recorded by e-textbooks. In this paper, we explain the details of the system and report experimental results.",

author = "Tetsuya Shiino and Atsushi Shimada and Tsubasa Minematsu and Taniguchi, {Rin Ichiro}",

note = "Funding Information: This work was supported by JST AIP Grant Number JPMJCR19U1, JSPS KAKENHI Grand Number JP18H04125, and Innovation Platform for Society 5.0 from Japan Ministry of Education, Culture, Sports, Science and Technology (Code: S004541) Japan. Publisher Copyright: Copyright {\textcopyright} 2020 Asia-Pacific Society for Computers in Education.; 28th International Conference on Computers in Education, ICCE 2020 ; Conference date: 23-11-2020 Through 27-11-2020",

year = "2020",

month = nov,

day = "23",

language = "English",

series = "ICCE 2020 - 28th International Conference on Computers in Education, Proceedings",

publisher = "Asia-Pacific Society for Computers in Education",

pages = "137--143",

editor = "Hyo-Jeong So and Rodrigo, {Ma. Mercedes} and Jon Mason and Antonija Mitrovic and Banawan, {Michelle P.} and Khambari, {Mas Nida BT MD} and Ali Dewan and Swapna Gottipati and Hasnine, {Mohammed Nehal} and Jayakrishnan, {Madathil Warriem} and Bo Jiang and Morris Jong and Kazuaki Kojima and Agapito, {Jenilyn L.} and Ping Li and Tatsunori Matsui and Hiroaki Ogata and Patcharin Panjaburee and Rustam Shadiev and Han-Yu Sung and Thepchai Supnithi and Ahmed Tlili and Charoenchai Wongwatkit and Chengjiu Yin",

booktitle = "ICCE 2020 - 28th International Conference on Computers in Education, Proceedings",

}

TY - GEN

T1 - Learning support through personalized review material recommendations

AU - Shiino, Tetsuya

AU - Shimada, Atsushi

AU - Minematsu, Tsubasa

AU - Taniguchi, Rin Ichiro

N1 - Funding Information: This work was supported by JST AIP Grant Number JPMJCR19U1, JSPS KAKENHI Grand Number JP18H04125, and Innovation Platform for Society 5.0 from Japan Ministry of Education, Culture, Sports, Science and Technology (Code: S004541) Japan. Publisher Copyright: Copyright © 2020 Asia-Pacific Society for Computers in Education.

PY - 2020/11/23

Y1 - 2020/11/23

N2 - Recent enrichment of digital learning environments has made it possible to obtain learning logs (data) on learners' learning behavior. In this situation, it is possible to recommend learning contents which are appropriate for individual learner by analyzing learning data. Our study develops a learning support system which recommends personalized review materials based on the results of quizzes and learning activities recorded by e-textbooks. In this paper, we explain the details of the system and report experimental results.

AB - Recent enrichment of digital learning environments has made it possible to obtain learning logs (data) on learners' learning behavior. In this situation, it is possible to recommend learning contents which are appropriate for individual learner by analyzing learning data. Our study develops a learning support system which recommends personalized review materials based on the results of quizzes and learning activities recorded by e-textbooks. In this paper, we explain the details of the system and report experimental results.

UR - http://www.scopus.com/inward/record.url?scp=85099578669&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85099578669&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:85099578669

T3 - ICCE 2020 - 28th International Conference on Computers in Education, Proceedings

SP - 137

EP - 143

BT - ICCE 2020 - 28th International Conference on Computers in Education, Proceedings

A2 - So, Hyo-Jeong

A2 - Rodrigo, Ma. Mercedes

A2 - Mason, Jon

A2 - Mitrovic, Antonija

A2 - Banawan, Michelle P.

A2 - Khambari, Mas Nida BT MD

A2 - Dewan, Ali

A2 - Gottipati, Swapna

A2 - Hasnine, Mohammed Nehal

A2 - Jayakrishnan, Madathil Warriem

A2 - Jiang, Bo

A2 - Jong, Morris

A2 - Kojima, Kazuaki

A2 - Agapito, Jenilyn L.

A2 - Li, Ping

A2 - Matsui, Tatsunori

A2 - Ogata, Hiroaki

A2 - Panjaburee, Patcharin

A2 - Shadiev, Rustam

A2 - Sung, Han-Yu

A2 - Supnithi, Thepchai

A2 - Tlili, Ahmed

A2 - Wongwatkit, Charoenchai

A2 - Yin, Chengjiu

PB - Asia-Pacific Society for Computers in Education

T2 - 28th International Conference on Computers in Education, ICCE 2020

Y2 - 23 November 2020 through 27 November 2020

ER -

Learning support through personalized review material recommendations

Abstract

Publication series

Conference

All Science Journal Classification (ASJC) codes

Other files and links

Fingerprint

Cite this