Personalized micro-learning support based on process mining

Jian Chen, Yueqin Zhang, Jingyu Sun, Yongle Chen, Fuping Lin, Qun Jin

研究成果: Conference contribution

7 被引用数 (Scopus)

抄録

Micro-Learning is a new leaning paradigm based on microblogging, e-mail or SMS, in which an integral learning resource consists of a series of micro learning units that are dispersed via the services of Internet, and can be used to help users learn at anywhere with a short-term. But the problem is that most of the micro learning units are disorganized. Therefore, it is a critical issue how to organize these micro learning units, in order to make them easier to be used and learned. In this study, we propose an approach based on process mining to organize the learning units according to the situation of users. Firstly, the successful micro-learning processes are extracted from the access logs. And then, the learning process map named navigation map is created based on the domain knowledge and the access sequence of users. Secondly, according to the similarity of access behavior, a reference user group is extracted dynamically for a target user. Based on the dynamic Bayesian network, the navigation map is then used to calculate the posterior probabilities of learning units. Finally, on the basis of posterior probabilities, a learning unit can be recommended for the target user to learn as the next step. The results are provided to the target user gradually, until the target user finish the whole course by the guide of learning process at his/her fragmented time.

本文言語English
ホスト出版物のタイトルProceedings - 2015 7th International Conference on Information Technology in Medicine and Education, ITME 2015
編集者Shaozi Li, Ying Dai, Yun Cheng
出版社Institute of Electrical and Electronics Engineers Inc.
ページ511-515
ページ数5
ISBN(電子版)9781467383028
DOI
出版ステータスPublished - 2016 3 8
イベント7th International Conference on Information Technology in Medicine and Education, ITME 2015 - Huangshan, Anhui, China
継続期間: 2015 11 132015 11 15

出版物シリーズ

名前Proceedings - 2015 7th International Conference on Information Technology in Medicine and Education, ITME 2015

Other

Other7th International Conference on Information Technology in Medicine and Education, ITME 2015
国/地域China
CityHuangshan, Anhui
Period15/11/1315/11/15

ASJC Scopus subject areas

  • コンピュータ サイエンスの応用
  • 健康情報学
  • 医学(その他)
  • 教育

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