AI-Based Adaptive Learning: A Systematic Mapping of the Literature

IF 0.7 4区 计算机科学 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Aymane Ezzaim, Aziz Dahbi, Abdelfatteh Haidine, Abdelhak Aqqal
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引用次数: 0

Abstract

With the aid of technology advancement, the field of education has seen a noticeable transformation. The teaching-learning process is now more interactive and is no longer restricted to students' physical presence in the classroom but instead makes use of specialized online platforms. In recent years, solutions that offer learning routes customized to learners' needs have become more necessary. In this regard, artificial intelligence has served as an excellent answer, allowing for the building of educational systems that can accommodate a wide range of student needs. Through this paper, a systematic mapping of the literature on AI-based adaptive learning is presented. The examination of 93 articles published between 2000 and 2022 made it possible to draw several conclusions, including the number of adaptive learning environments based on AI, the types of AI algorithms used, the objectives targeted by these systems as well as factors related to adaptation. This study may serve as a springboard for further investigation into how to address the problems raised by the current state. 
基于人工智能的自适应学习:文献的系统映射
在科技进步的帮助下,教育领域发生了显著的变化。现在的教学过程更具互动性,不再局限于学生& #39;而是利用专门的在线平台。近年来,为学习者提供定制学习路线的解决方案[amp;#39;]需求变得更加必要。在这方面,人工智能已经成为一个很好的答案,允许建立能够满足广泛学生需求的教育系统。通过本文,对基于人工智能的自适应学习的文献进行了系统的梳理。通过对2000年至2022年间发表的93篇文章的研究,可以得出几个结论,包括基于人工智能的自适应学习环境的数量、使用的人工智能算法的类型、这些系统的目标以及与适应相关的因素。这项研究可以作为一个跳板,进一步探讨如何解决目前国家提出的问题。
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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来源期刊
Journal of Universal Computer Science
Journal of Universal Computer Science 工程技术-计算机:理论方法
CiteScore
2.70
自引率
0.00%
发文量
58
审稿时长
4-8 weeks
期刊介绍: J.UCS - The Journal of Universal Computer Science - is a high-quality electronic publication that deals with all aspects of computer science. J.UCS has been appearing monthly since 1995 and is thus one of the oldest electronic journals with uninterrupted publication since its foundation.
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