Towards a fuzzy multiagent tutoring system for M-learners' emotion regulation

Mouna Abdelkefi, I. Kallel
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引用次数: 4

Abstract

An intelligent Tutoring System (ITS) is a computer-based instructional system, involving intelligent algorithms and strategies, which brings a remarkable progress in the learning processes when the internet is “always on”. In fact, ITS makes inferences about a student's proficiency level in order to dynamically adapt the learning content or the tutoring style. Around the same time, emotions, whether positive or negative, affect the learning process. Accordingly, the regulation of learners' negative emotional state, is an imperious factor in learning, in order to optimize learners' performances and to improve learning productivity during an ITS episode. Firstly, this paper presents a systematic literature review (SLR) on strategies for regulating the emotional state of learners in the point of view of (a) emotion recognition, (b) emotion modelling, (c) emotion recognition theories, and (d) emotion recognition approaches and methods. Secondly, the paper proposes a new intelligent method, and presents its architecture as a Fuzzy Emotional Regulation for ITS distributed under the Multiagent Approach. This architecture will be used to generate an Emotionally Intelligent Tutoring Sys-tem (EITS) allowing learner to achieve his educational purpose adaptively, anywhere and at any time.
面向移动学习者情绪调节的模糊多智能体辅导系统研究
智能辅导系统(ITS)是一种基于计算机的教学系统,涉及智能算法和策略,在互联网“永远在线”的情况下,它使学习过程取得了显着的进步。实际上,ITS对学生的熟练程度进行推断,以便动态地适应学习内容或辅导方式。与此同时,情绪,无论是积极的还是消极的,都会影响学习过程。因此,为了优化学习者的学习表现,提高学习效率,对学习者消极情绪状态的调节是学习中的一个重要因素。本文首先从(a)情绪识别、(b)情绪建模、(c)情绪识别理论、(d)情绪识别途径和方法四个方面对调节学习者情绪状态的策略进行了系统的文献综述。其次,本文提出了一种新的智能方法,并将其架构为多智能体下分布式智能交通系统的模糊情绪调节。这种架构将用于生成一个情商辅导系统(EITS),使学习者能够适应地实现他的教育目的,随时随地。
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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