{"title":"网络学习环境下学习者注意力的建模","authors":"Rabiaa Mejbri, Fathi Essalmi, A. Qaffas","doi":"10.1109/ICTA49490.2019.9144939","DOIUrl":null,"url":null,"abstract":"Learners' concentration is an important factor to consider in e-learning in order to assess learners and the learning process. Despite the importance of this factor, limited work has been made to model it. Therefore, this study displays a generic approach to model the learner's concentration in e-learning environments. This approach identifies first from different definitions the type of traces that should be collected. It then presents a classification algorithm to analyze these traces and model the learner's concentration. Furthermore, this study presents a case study to validate this approach.","PeriodicalId":118269,"journal":{"name":"2019 7th International conference on ICT & Accessibility (ICTA)","volume":"318 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Towards modeling the learner's concentration in e-learning environments\",\"authors\":\"Rabiaa Mejbri, Fathi Essalmi, A. Qaffas\",\"doi\":\"10.1109/ICTA49490.2019.9144939\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Learners' concentration is an important factor to consider in e-learning in order to assess learners and the learning process. Despite the importance of this factor, limited work has been made to model it. Therefore, this study displays a generic approach to model the learner's concentration in e-learning environments. This approach identifies first from different definitions the type of traces that should be collected. It then presents a classification algorithm to analyze these traces and model the learner's concentration. Furthermore, this study presents a case study to validate this approach.\",\"PeriodicalId\":118269,\"journal\":{\"name\":\"2019 7th International conference on ICT & Accessibility (ICTA)\",\"volume\":\"318 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 7th International conference on ICT & Accessibility (ICTA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICTA49490.2019.9144939\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 7th International conference on ICT & Accessibility (ICTA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICTA49490.2019.9144939","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Towards modeling the learner's concentration in e-learning environments
Learners' concentration is an important factor to consider in e-learning in order to assess learners and the learning process. Despite the importance of this factor, limited work has been made to model it. Therefore, this study displays a generic approach to model the learner's concentration in e-learning environments. This approach identifies first from different definitions the type of traces that should be collected. It then presents a classification algorithm to analyze these traces and model the learner's concentration. Furthermore, this study presents a case study to validate this approach.