An Intelligent Math E-Tutoring System for Students with Specific Learning Disabilities

Z. Wen, Yuhang Zhao, Erica Silverstein, Shiri Azenkot
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引用次数: 2

Abstract

Students with specific learning disabilities (SLDs) often experience negative emotions when solving math problems, which they have difficulty managing. This is one reason that current math e-learning tools, which elicit these negative emotions, are not effective for these students. We designed an intelligent math e-tutoring system that aims to reduce students’ negative emotional behaviors. The system automatically detects possible negative emotional behaviors by analyzing gaze, inputs on the touchscreen, and response time. It then uses one of four intervention methods (e.g., hints or brain breaks) to prevent students from being upset. To form this design, we conducted a formative study with five teachers for students with SLDs. The teachers thought that the design of four intervention methods would help students with SLDs. Among the four intervention methods, providing brain breaks is new and particularly useful for the students. The teachers also suggested that the system should personalize the detection of negative emotional behaviors to help students who have more severe learning disabilities.
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面向特殊学习障碍学生的智能数学网络辅导系统
患有特殊学习障碍(SLDs)的学生在解决数学问题时经常会经历负面情绪,他们很难处理这些情绪。这就是目前的数学电子学习工具对这些学生无效的原因之一,这些工具会引发这些负面情绪。我们设计了一个智能数学电子辅导系统,旨在减少学生的消极情绪行为。该系统通过分析凝视、触摸屏上的输入和反应时间,自动检测可能的负面情绪行为。然后,它使用四种干预方法中的一种(例如,暗示或大脑休息)来防止学生感到不安。为了形成这个设计,我们和五位老师一起对有特殊障碍的学生进行了形成性研究。教师们认为四种干预方法的设计能够帮助有特殊学习障碍的学生。在四种干预方法中,提供大脑休息是一种新的方法,对学生特别有用。老师们还建议,该系统应该个性化消极情绪行为的检测,以帮助那些有更严重学习障碍的学生。
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