• 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