An Affective Computing and Fuzzy Logic Framework to Recognize Affect for Cloud-based E-Learning Environment Using Emoticons

被引:2
作者
Morton, Kyle [1 ]
Qu, Yanzhen [1 ]
Carroll, Marilyn [2 ]
机构
[1] Colorado Tech Univ, Colorado Springs, CO 80907 USA
[2] Strayer Univ, Dallas, TX USA
来源
CLOUD COMPUTING AND SECURITY, PT I | 2017年 / 10602卷
关键词
Affective computing; E-Learning; Emoticons; Fuzzy systems;
D O I
10.1007/978-3-319-68505-2_25
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The deficiency in the ability for instructors in the Cloud based E-Learning environments to accurately determine a student's affective status has resulted in the inability to provide effective feedback to student. Feedback is important in learning as it allows a student to learn from their mistakes and helps build their academic confidence. In this paper, we have proposed an affective based E-Learning framework that uses fuzzy logic and emoticons to determine a student's affective status in a Cloud-based E-Learning Environment. This framework uses three emotions represented using emoticons, which are "excited", "tired", and "sad" to accurately detect a student's emotion during their learning process.
引用
收藏
页数:12
相关论文
共 15 条
[1]  
Attis J., 2014, DOCTOR OF ED
[2]  
Dunlap J. C., 2014, CASE STUDIES PRACTIC
[3]   Improving Students' Learning With Effective Learning Techniques: Promising Directions From Cognitive and Educational Psychology [J].
Dunlosky, John ;
Rawson, Katherine A. ;
Marsh, Elizabeth J. ;
Nathan, Mitchell J. ;
Willingham, Daniel T. .
PSYCHOLOGICAL SCIENCE IN THE PUBLIC INTEREST, 2013, 14 (01) :4-58
[4]   Using avatars and virtual environments in learning: What do they have to offer? [J].
Falloon, Garry .
BRITISH JOURNAL OF EDUCATIONAL TECHNOLOGY, 2010, 41 (01) :108-122
[5]  
Guey-Shya Chen, 2012, 2012 International Conference on Machine Learning and Cybernetics (ICMLC 2012). Proceedings, P1686, DOI 10.1109/ICMLC.2012.6359628
[6]   Exploring the potential effects of emoticons [J].
Huang, Albert H. ;
Yen, David C. ;
Zhang, Xiaoni .
INFORMATION & MANAGEMENT, 2008, 45 (07) :466-473
[7]  
Meyer K.A., 2012, J ASYNCHRONOUS LEARN, V16, P99
[8]   A Feedback Effectiveness Oriented Math Word Problem E-Tutor for E-Learning Environment [J].
Morton, Kyle ;
Qu, Yanzhen .
15TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED LEARNING TECHNOLOGIES (ICALT 2015), 2015, :301-302
[9]   Sentiment analysis in Facebook and its application to e-learning [J].
Ortigosa, Alvaro ;
Martin, Jose M. ;
Carro, Rosa M. .
COMPUTERS IN HUMAN BEHAVIOR, 2014, 31 :527-541
[10]  
Park J., 2013, ICWSM