基于情感计算的未来课堂自适应学习平台研究

Hua Wang, Jian Yu
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引用次数: 0

摘要

对学习者情感的准确识别是未来课堂智能学习环境中情感和谐互动的基础。本项目针对未来课堂中和谐情感互动研究和实践探索的不足,采用卷积神经网络构建学习者学习图片和表情图片数据库。通过情感计算赋予未来课堂在情感层面的自适应互动属性,可以促进有效的学习。所提出的平台可以根据学习者的表达方式、视觉情感偏好和学习图片情感,自适应地调整学习图片的视觉特征,然后将适应后的学习图片实时呈现给学习者,从而在未来课堂中实现情感层面的自适应交互。
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TOWARDS SELF-ADAPTIVE LEARNING PLATFORM IN FUTURE CLASSROOM BASED ON EMOTION COMPUTING
The accurate recognition of the emotion of learners is the basis of harmonious emotional interaction in the intelligent learning environment of the future classroom. This project focuses on the lack of research and practical exploration on harmonious emotional interaction in the future classroom, and constructs the database of learning pictures and expression pictures of learners by employing Convolution Neural Network. Endowing the future classroom with a self-adaptive interaction property at the emotional level by emotion computing can promote to learn effectively. The proposed platform can self-adaptively adjust the visual characteristics of learning picture according to the expression of learners, visual emotion preference and learning picture emotion, and then present the adapted learning picture to learners in real time, so as to realize the adaptive interaction at the emotional level in the future classroom.
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