A Review of Artificial Intelligence (AI) in Education from 2010 to 2020

Author:

Zhai Xuesong1ORCID,Chu Xiaoyan1ORCID,Chai Ching Sing2ORCID,Jong Morris Siu Yung2ORCID,Istenic Andreja345ORCID,Spector Michael6ORCID,Liu Jia-Bao7ORCID,Yuan Jing8,Li Yan1ORCID

Affiliation:

1. Zhejiang University, Hangzhou 310058, China

2. Chinese University of Hong Kong, Hong Kong 999077, Hong Kong

3. University of Primorska, Faculty of Education, Koper 6000, Slovenia

4. University of Ljubljana, Faculty of Civil and Geodetic Engineering, Ljubljana 1000, Slovenia

5. Federal University of Kazan, Institute of Psychology and Education, Kazan 420008, Russia

6. University of North Texas, Denton 76207, USA

7. Anhui Jianzhu University, Hefei 230601, China

8. Anhui Xinhua University, Hefei 230088, China

Abstract

This study provided a content analysis of studies aiming to disclose how artificial intelligence (AI) has been applied to the education sector and explore the potential research trends and challenges of AI in education. A total of 100 papers including 63 empirical papers (74 studies) and 37 analytic papers were selected from the education and educational research category of Social Sciences Citation Index database from 2010 to 2020. The content analysis showed that the research questions could be classified into development layer (classification, matching, recommendation, and deep learning), application layer (feedback, reasoning, and adaptive learning), and integration layer (affection computing, role-playing, immersive learning, and gamification). Moreover, four research trends, including Internet of Things, swarm intelligence, deep learning, and neuroscience, as well as an assessment of AI in education, were suggested for further investigation. However, we also proposed the challenges in education may be caused by AI with regard to inappropriate use of AI techniques, changing roles of teachers and students, as well as social and ethical issues. The results provide insights into an overview of the AI used for education domain, which helps to strengthen the theoretical foundation of AI in education and provides a promising channel for educators and AI engineers to carry out further collaborative research.

Funder

Ministry of Education of the People's Republic of China

Publisher

Hindawi Limited

Subject

Multidisciplinary,General Computer Science

Reference120 articles.

1. Advanced applications of neural networks and artificial intelligence: A review;K. Kumar;International journal of information technology and computer science,2012

2. Classification of the educational texts styles with the methods of artificial intelligence;T. Horakova;Journal of Baltic Science Education,2017

3. An interview with Robert Lawler

4. Promoting students’ well-being by developing their readiness for the artificial intelligence age;Dai;Sustainability,2020

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3