Integrating Clustering and Sequential Analysis to Explore Students' Behaviors in an Online Chinese Reading Assessment System

Liansheng Jia, Hercy N.H. Cheng, Sannyuya Liu, Wang Chen Chang, Yangjun Chen, Jianwen Sun

研究成果: 書貢獻/報告類型會議貢獻

3 引文 斯高帕斯(Scopus)

摘要

It is helpful for students and teachers to identify students reading abilities and testing strategies based on their behavioral records of reading tests in an online Chinese reading assessment system. In this study, a K-means clustering algorithm is used to divide students into three potential clusters, and the behavioral sequence diagram of each cluster is drawn by means of the lag sequential analysis. By comparing the characteristics and differences of clusters, this paper draws the following main conclusions: (1) For better reading performance, increasing the time of reading articles is more beneficial than directly searching for the answers in the articles according to questions and options; (2) Students with high reading abilities spend longer time on reading articles and inspecting items, but rarely alter options; (3) Students with low reading abilities, who spend longer testing time and have more behaviors of clicking on articles and items, are not focused enough on current questions; (4) Those students with low reading abilities, who spend shorter testing time, rarely have inspection behaviors. Finally, this paper puts forward some suggestions based on the reading ability and testing strategy of each cluster to improve students reading literacy and instruct teachers reading teaching activities.

原文英語
主出版物標題Proceedings - 2017 6th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2017
編輯Kiyota Hashimoto, Naoki Fukuta, Tokuro Matsuo, Sachio Hirokawa, Masao Mori, Masao Mori
發行者Institute of Electrical and Electronics Engineers Inc.
頁面719-724
頁數6
ISBN(電子)9781538606216
DOIs
出版狀態已發佈 - 十一月 15 2017
對外發佈
事件6th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2017 - Hamamatsu, Shizuoka, 日本
持續時間: 七月 9 2017 → …

出版系列

名字Proceedings - 2017 6th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2017

會議

會議6th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2017
國家/地區日本
城市Hamamatsu, Shizuoka
期間7/9/17 → …

ASJC Scopus subject areas

  • 人工智慧
  • 電腦網路與通信
  • 電腦科學應用
  • 資訊系統
  • 資訊系統與管理

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