Towards the Development of an Adaptive E-learning System with Chatbot Using Personalized E-learning Model

G. E. Acuna, L. A. Alvarez, Jeffrey Miraflores, M. Samonte
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引用次数: 3

Abstract

Although there is no distinctive header, this is the abstract. This submission template allows authors to submit their papers E-learning has become one of the most used electronic systems in the field of education. Although it is beneficial, there are still some lacking capabilities and considerations that can negatively affect the performance of the students. This leads to the innovation that makes e-learning systems adaptive to the users’ personality, knowledge, behavior, interest, or preferences, the system is called personalized e-learning system. This survey paper aims to provide the general parameters in creating a personalized e-learning system based on the 150 research papers collected, and a timespan of 2016 to 2020 as a condition. Through a series of literature reviews of research papers published in the last five years, also related to personalized e-learning systems, this paper presents the common components, tools and algorithms, and learning model that are generally used in developing a personalized e-learning system to help as reference in developing more effective personalized e-learning systems. Moreover, considering the findings of this study, this paper has proposed developing a hybrid e-learning system with a chatbot.
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基于个性化网络学习模型的聊天机器人自适应网络学习系统的开发
虽然没有特别的标题,但这是摘要。E-learning已经成为教育领域最常用的电子系统之一。虽然它是有益的,但仍然有一些缺乏的能力和考虑因素会对学生的表现产生负面影响。这种创新使电子学习系统能够适应用户的个性、知识、行为、兴趣或偏好,这种系统被称为个性化电子学习系统。本调查论文旨在以收集到的150篇研究论文为基础,以2016年至2020年为条件,提供创建个性化电子学习系统的一般参数。本文通过对近五年来发表的一系列与个性化电子学习系统相关的研究论文的文献综述,提出了开发个性化电子学习系统通常使用的常见组件、工具和算法以及学习模型,以帮助开发更有效的个性化电子学习系统。此外,考虑到本研究的结果,本文提出了开发一个带有聊天机器人的混合电子学习系统。
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