Construction of Affective Education in Mobile Learning: The Study Based on Learner's Interest and Emotion Recognition

doi:10.2298/CSIS170110023C

CORC > 上海财经大学 > 上海财经大学

	Construction of Affective Education in Mobile Learning: The Study Based on Learner's Interest and Emotion Recognition
	Chen, Haijian 1; Dai, Yonghui 2; Feng, Yanjie 2; Jiang, Bo 3; Xiao, Jun 1; You, Ben 2
刊名	COMPUTER SCIENCE AND INFORMATION SYSTEMS
	2017-09
卷号	14 期号:3 页码:685-702
关键词	Affective education mobile learning learner's interest emotion recognition
ISSN号	1820-0214
DOI	10.2298/CSIS170110023C
英文摘要	Affective education has been the new educational pattern under modern ubiquitous learning environment. Especially in mobile learning, how to effectively construct affective education to optimize and enhance the teaching effectiveness has attracted many scholars attention. This paper presents the framework of affective education based on learner's interest and emotion recognition. Learner's voice, text and behavior log data are firstly preprocessed, then association rules analysis, SO-PMI (Semantic Orientation-Pointwise Mutual Information) and ANN-DL (Artificial Neural Network with Deep Learning) methods are used to learner's interest mining and emotion recognition. The experimental results show that these methods can effectively recognize the emotion of learners in mobile learning and satisfy the requirements of affective education.
WOS研究方向	Computer Science
语种	英语
出版者	COMSIS CONSORTIUM
WOS记录号	WOS:000413777600010
内容类型	期刊论文
源URL	[http://10.2.47.112/handle/2XS4QKH4/898]
专题	上海财经大学
通讯作者	Dai, Yonghui
作者单位	1.Shanghai Open Univ, Shanghai Engn Res Ctr Open Distance Educ, Shanghai 200433, Peoples R China; 2.Shanghai Univ Int Business & Econ, Management Sch, Shanghai 201620, Peoples R China; 3.Shanghai Univ Finance & Econ, Sch Informat Management & Engn, Shanghai 200433, Peoples R China
推荐引用方式 GB/T 7714	Chen, Haijian,Dai, Yonghui,Feng, Yanjie,et al. Construction of Affective Education in Mobile Learning: The Study Based on Learner's Interest and Emotion Recognition[J]. COMPUTER SCIENCE AND INFORMATION SYSTEMS,2017,14(3):685-702.
APA	Chen, Haijian,Dai, Yonghui,Feng, Yanjie,Jiang, Bo,Xiao, Jun,&You, Ben.(2017).Construction of Affective Education in Mobile Learning: The Study Based on Learner's Interest and Emotion Recognition.COMPUTER SCIENCE AND INFORMATION SYSTEMS,14(3),685-702.
MLA	Chen, Haijian,et al."Construction of Affective Education in Mobile Learning: The Study Based on Learner's Interest and Emotion Recognition".COMPUTER SCIENCE AND INFORMATION SYSTEMS 14.3(2017):685-702.