Title of article
Provision of awareness of learners’ emotions through visualizations in a computer interaction-based environment
Author/Authors
Leony Tham، نويسنده , , Derick and Muٌoz-Merino، نويسنده , , Pedro J. and Pardo، نويسنده , , Abelardo and Delgado Kloos، نويسنده , , Carlos، نويسنده ,
Issue Information
روزنامه با شماره پیاپی سال 2013
Pages
8
From page
5093
To page
5100
Abstract
One of the challenges of intelligent systems for education is to use low-level data collected in computer environments in the form of events or interactions to infer information with high-level significance using artificial intelligence techniques, and present it through visualizations in a meaningful and effective way. Among this information, emotional data is gaining track in by instructors in their educational activities. Many benefits can be obtained if an intelligent systems can bring teachers with knowledge about their learner’s emotions, learning causes, and learning relationships with emotions. In this paper, we propose and justify a set of visualizations for an intelligent system to provide awareness about the emotions of the learners to the instructor based on the learners’ interactions in their computers. We apply these learner’s affective visualizations in a programming course at University level with more than 300 students, and analyze and interpret the student’s emotional results in connection with the learning process.
Keywords
Learning analytics , Intelligent systems emotion awareness , Affective learning , Visualization
Journal title
Expert Systems with Applications
Serial Year
2013
Journal title
Expert Systems with Applications
Record number
2353765
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