Evaluating the consequences of affective feedback in intelligent tutoring systems

J. Robison, Scott W. McQuiggan, James C. Lester
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引用次数: 125

Abstract

The link between affect and student learning has been the subject of increasing attention in recent years. Because of the possible impacts of affective state on learning, it is a goal of many intelligent tutoring systems to attempt to control student emotional states through affective interventions. While much work has gone into improving the quality of these interventions, we are only beginning to understand the complexities of the relationships between affect, learning, and feedback. This paper investigates the consequences associated with providing affective feedback. It represents a first step toward the long-term objective of designing intelligent tutoring systems that can utilize this information for analysis of the risks and benefits of affective intervention. It reports on the results of two studies that were conducted with students interacting with affect-informed virtual agents. The studies reveal that emotion-specific risk/reward information is associated with particular affective states and suggests that future systems might leverage this information to make determinations about affective interventions.
评估智能辅导系统中情感反馈的后果
情感与学生学习之间的联系近年来越来越受到关注。由于情感状态对学习可能产生的影响,试图通过情感干预来控制学生的情绪状态是许多智能辅导系统的目标。虽然在提高这些干预措施的质量方面已经做了很多工作,但我们才刚刚开始理解情感、学习和反馈之间关系的复杂性。本文研究了提供情感反馈的相关后果。这是朝着设计智能辅导系统的长期目标迈出的第一步,该系统可以利用这些信息来分析情感干预的风险和收益。它报告了两项研究的结果,这两项研究是在学生与情感知情的虚拟代理互动的情况下进行的。这些研究表明,情绪特定的风险/回报信息与特定的情感状态有关,并表明未来的系统可能会利用这些信息来确定情感干预。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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