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 in | International journal of online pedagogy and course design Vol. 6; no. 1; pp. 13 - 28 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
IGI Global
01.01.2016
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Subjects | |
Online Access | Get full text |
ISSN | 2155-6873 2155-6881 |
DOI | 10.4018/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. |
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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 |
AuthorAffiliation_xml | – name: National University of Kaohsiung, Kaohsiung, Taiwan – name: National University of Tainan, Tainan, Taiwan |
Author_xml | – sequence: 1 givenname: Hao-Chiang surname: Lin middlename: Koong fullname: Lin, Hao-Chiang Koong organization: National University of Tainan, Tainan, Taiwan – sequence: 2 givenname: Sheng-Hsiung surname: Su fullname: Su, Sheng-Hsiung organization: National University of Tainan, Tainan, Taiwan – sequence: 3 givenname: Cheng-Hung surname: Wang fullname: Wang, Cheng-Hung organization: National University of Kaohsiung, Kaohsiung, Taiwan – sequence: 4 givenname: Zu-Ching surname: Huang fullname: Huang, Zu-Ching 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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