DocumentCode
3656342
Title
Modeling Learner´s Emotions with PAD
Author
Matthias Chan Yong Shun;Miao Chun Yan;An Bo;Leung Cyril
Author_Institution
Joint NTU-UBC Res. Centre of Excellence in Active Living for the Elderly (LILY), Singapore, Singapore
fYear
2015
fDate
7/1/2015 12:00:00 AM
Firstpage
49
Lastpage
51
Abstract
Emotions have a direct influence on an individual´s physical and cognitive behaviour, as well as their performance, a student with a positive emotional state will learn and perform better. This paper presents an agent framework that addresses the relationship between user´s state of emotion during learning and the modification of learning pace and feedback-type in a virtual environment for learning effectiveness. The technique exploits the structure of emotion-evaluation from user´s current interaction to dynamically regulate learning pace within a Virtual Learning Enviornment (VLE) via a proposed Emotion Regulation Agent (ERA) system to derive meaningful emotion information from user´s interactions based on a simplified version of the Pleasure, Arousal and Dominance (PAD) emotion model. This information then regulates learning by adjusting the type of task and learning information to promote a beneficial and sustainable learning experience by optimizing learning emotion.
Keywords
"Learning (artificial intelligence)","Education","Psychology","Conferences","Accuracy","Computational modeling","Business"
Publisher
ieee
Conference_Titel
Advanced Learning Technologies (ICALT), 2015 IEEE 15th International Conference on
Type
conf
DOI
10.1109/ICALT.2015.117
Filename
7265258
Link To Document