Multi-Modal Affective Computing Technology Design the Interaction between Computers and Human of Intelligent Tutoring Systems

In this paper, the authors are using emotion recognition in two ways: facial expression recognition and emotion recognition from text. Through this dual-mode operation, not only can strength the effects of recognition, but also increase the types of emotion recognition to handle the learning situati...

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Published inInternational journal of online pedagogy and course design Vol. 6; no. 1; pp. 13 - 28
Main Authors Lin, Hao-Chiang Koong, Su, Sheng-Hsiung, Wang, Cheng-Hung, Huang, Zu-Ching
Format Journal Article
LanguageEnglish
Published IGI Global 01.01.2016
Subjects
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ISSN2155-6873
2155-6881
DOI10.4018/IJOPCD.2016010102

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Abstract In this paper, the authors are using emotion recognition in two ways: facial expression recognition and emotion recognition from text. Through this dual-mode operation, not only can strength the effects of recognition, but also increase the types of emotion recognition to handle the learning situation smoothly. Through the training of image processing to identify facial expression, the emotion from text is identifying by emotional keywords, syntax, semantics and calculus with logic. The system identify learns' emotions and learning situations by analyzing, choosing the appropriate instructional strategies and curriculum content, and through agents to communicate between user and system, so that learners can get a well learning. This study uses triangular system evaluation methods, observation, questionnaires and interviews. Experimental design to the subjects by the level of awareness on art and non-art to explore the traditional teaching, affective tutoring system and no emotional factors learning course website these three kinds of ways to get results, analysis and evaluate the data.
AbstractList In this paper, the authors are using emotion recognition in two ways: facial expression recognition and emotion recognition from text. Through this dual-mode operation, not only can strength the effects of recognition, but also increase the types of emotion recognition to handle the learning situation smoothly. Through the training of image processing to identify facial expression, the emotion from text is identifying by emotional keywords, syntax, semantics and calculus with logic. The system identify learns' emotions and learning situations by analyzing, choosing the appropriate instructional strategies and curriculum content, and through agents to communicate between user and system, so that learners can get a well learning. This study uses triangular system evaluation methods, observation, questionnaires and interviews. Experimental design to the subjects by the level of awareness on art and non-art to explore the traditional teaching, affective tutoring system and no emotional factors learning course website these three kinds of ways to get results, analysis and evaluate the data.
Audience Academic
Author Huang, Zu-Ching
Su, Sheng-Hsiung
Wang, Cheng-Hung
Lin, Hao-Chiang Koong
AuthorAffiliation National University of Kaohsiung, Kaohsiung, Taiwan
National University of Tainan, Tainan, Taiwan
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  organization: National University of Tainan, Tainan, Taiwan
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SubjectTerms Analysis
Computational linguistics
Design engineering
Emotions
Face recognition
Image processing
Intelligent tutoring systems
Language processing
Learning
Logic
Natural language interfaces
Recognition
Texts
Tutors and tutoring
Websites
Title Multi-Modal Affective Computing Technology Design the Interaction between Computers and Human of Intelligent Tutoring Systems
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