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Rumi: An Intelligent Agent Enhancing Learning Management Systems Using Machine Learning Techniques

Rumi: An Intelligent Agent Enhancing Learning Management Systems Using Machine Learning Techniques

作     者:Behafarid Mohammad Jafari Mengyuan Zhao Ali Jafari Behafarid Mohammad Jafari;Mengyuan Zhao;Ali Jafari

作者机构:Department of Electrical and Computer Engineering Indiana University-Purdue University Indianapolis Indianapolis USA Department of Instructional System Technology School of Education Indiana University Bloomington USA Department of Computer and Information Technology Indiana University-Purdue University Indianapolis Indianapolis USA 

出 版 物:《Journal of Software Engineering and Applications》 (软件工程与应用(英文))

年 卷 期:2022年第15卷第9期

页      面:325-343页

学科分类:0502[文学-外国语言文学] 050201[文学-英语语言文学] 05[文学] 

主  题:Learning Management Systems Intelligent Agents Artificial Intelligence Machine Learning 

摘      要:The dramatic improvement of information and communication technology (ICT) has made an evolution in learning management systems (LMS). The rapid growth in LMSs has caused users to demand more advanced, automated, and intelligent services. This paper discusses how Artificial Intelligence and Machine Learning techniques are adopted to fulfill users’ needs in a social learning management system named “CourseNetworking. The paper explains how machine learning contributed to developing an intelligent agent called “Rumi as a personal assistant in CourseNetworking platform to add personalization, gamification, and more dynamics to the system. This paper aims to introduce machine learning to traditional learning platforms and guide the developers working in LMS field to benefit from advanced technologies in learning platforms by offering customized services.

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