{"title":"面向移动学习者情绪调节的模糊多智能体辅导系统研究","authors":"Mouna Abdelkefi, I. Kallel","doi":"10.1109/ITHET.2017.8067821","DOIUrl":null,"url":null,"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.","PeriodicalId":213786,"journal":{"name":"2017 16th International Conference on Information Technology Based Higher Education and Training (ITHET)","volume":"38 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Towards a fuzzy multiagent tutoring system for M-learners' emotion regulation\",\"authors\":\"Mouna Abdelkefi, I. Kallel\",\"doi\":\"10.1109/ITHET.2017.8067821\",\"DOIUrl\":null,\"url\":null,\"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.\",\"PeriodicalId\":213786,\"journal\":{\"name\":\"2017 16th International Conference on Information Technology Based Higher Education and Training (ITHET)\",\"volume\":\"38 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2017-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2017 16th International Conference on Information Technology Based Higher Education and Training (ITHET)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ITHET.2017.8067821\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 16th International Conference on Information Technology Based Higher Education and Training (ITHET)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ITHET.2017.8067821","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Towards a fuzzy multiagent tutoring system for M-learners' emotion regulation
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.