A Concept of a New Knowledge Based Multimodal Affective Tutoring System

M. Markov, T. Ganchev
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Abstract

In this paper, we present a new concept of a multimodal Affective Tutoring System (mATS) based on knowledge, which is aimed at covering the entire functionalities of a human teacher - namely training and testing, and personal attitude towards every student. The system incorporates models of the student and of the task, as well as evaluation module for constant determination of the current states of both. Moreover, based on multimodal input signals and system-generated ones (performance, response time, etc.), supplemented with prior knowledge about the student (self-reported parameters, such as age, gender, level of experience, etc.) and user profiling approach mATS gives a variety of options for realization of adequate adaptive strategies.
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基于知识的多模态情感辅导新系统概念
在本文中,我们提出了一个基于知识的多模态情感辅导系统(mATS)的新概念,旨在涵盖人类教师的全部功能-即培训和测试,以及对每个学生的个人态度。该系统结合了学生和任务的模型,以及评估模块,用于不断确定两者的当前状态。此外,基于多模态输入信号和系统生成的信号(性能、响应时间等),辅以关于学生的先验知识(自我报告的参数,如年龄、性别、经验水平等)和用户分析方法,mATS为实现适当的自适应策略提供了多种选择。
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