情感行为的智能辅导系统

Y. Hernández, G. Arroyo-Figueroa, L. Sucar
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引用次数: 4

摘要

我们已经开发了智能辅导系统的情感行为模型。该模型的目的是为学生提供一个同时考虑到学生的情感状态和教学状态的指导行动。情感行为模型考虑了学生的教学状态和情感状态,情感行为模型是基于OCC模型和五因素模型。为了根据教学状态和情感状态选择教学行为,我们提出使用一个动态决策网络,该网络对学习和情感都有效用度量。我们将情感行为模型整合到一个学习数字分解的教育游戏中,并在一组学生中评估其表现。为了评估情感行为模型,我们设计了一项用户研究,一组学生玩没有情感行为模型的教育游戏,另一组学生玩包含情感行为模型的游戏。之后,我们比较了两组学生的学习成绩。本文描述了情感行为模型,并给出了用户研究的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Intelligent Tutoring System with Affective Behavior
We have developed an affective behavior model for intelligent tutoring systems. The aim of the model is to provide students with a tutorial action taking into account both, the affective and the pedagogical state of the student. The affective behavior model considers the student’s pedagogical and affective state, this last one is based on the OCC and Five-factor models. To select the tutorial actions according to the pedagogical and affective state, we propose the use of a dynamic decision network with a utility measure on both, learning and affect. We have integrated the affective behavior model to an educational game to learn number factorization and evaluated its performance with a group of students. To evaluate the affective behavior model we designed a user study with a group of students playing with the educational game without the affective behavior model, and another group that included the affective behavior model. After that, we compared the learning gain in both groups. In this paper we describe the affective behavior model and present the results of the user study.
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