Bibliometric review on teaching methods with artificial intelligence in education

Raúl Alberto García Castro, Gilber Chura-Quispe, Jehovanni Fabrizio Velarde Molina, Luis Alberto Espinoza Ramos, Catherine Alessandra Almonte Durand
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Abstract

The purpose of this article is to carry out an analysis of the disclosures made on teaching methods applying artificial intelligence in the Scopus database. The bibliometric review method was used to analyze 349 scientific articles dating from 1978 to 2023. The analysis was carried out using Bibliometrix and VOSviewer software, and the results show that from 2021 onwards there will be a notable increase in publications, with Mobile Information Systems being the journal with the highest production. Among 65 countries identified, China is the country with the highest production and the most productive organization was the Ministry of Education of the People’s Republic of China. No single author stands out for his or her highest scientific output, given that the maximum number of articles published per author is two. However, among the most cited authors is Alimisis, D. and the most co-cited author is Wang, Y. In terms of co-authorship, there is little contribution between authors, while collaboration between countries, China together with Hong Kong, Japan, Malaysia, Mexico, South Korea, Taiwan, Thailand form the most collaborative conglomerate. Cooperation between institutions, the division of computer engineering and the National University of Singapore, show the strongest collaboration. The strongest keywords are “artificial intelligence”, followed by “teaching methods” and “machine learning” and the topics that will be trending from 2021 onwards are “machine learning”, “ChatGPT”, “deep learning”.
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关于教育领域人工智能教学方法的文献计量学综述
本文旨在对 Scopus 数据库中有关人工智能教学方法的公开信息进行分析。文章采用文献计量学方法对 1978 年至 2023 年的 349 篇科学文章进行了分析。分析使用了 Bibliometrix 和 VOSviewer 软件,结果表明,从 2021 年起,论文数量将显著增加,其中《移动信息系统》是产量最高的期刊。在已确定的 65 个国家中,中国是产量最高的国家,产量最高的机构是中华人民共和国教育部。由于每位作者发表的文章数最多为两篇,因此没有哪位作者的科研成果最为突出。然而,被引用次数最多的作者是 Alimisis, D.,共同被引用次数最多的作者是 Wang, Y.。在共同作者方面,作者之间的贡献很少,而国家之间的合作,中国与中国香港、日本、马来西亚、墨西哥、韩国、中国台湾和泰国形成了合作最多的联合体。机构间的合作,计算机工程系和新加坡国立大学的合作最为紧密。最热门的关键词是 "人工智能",其次是 "教学方法 "和 "机器学习",2021 年以后的热门话题是 "机器学习"、"ChatGPT"、"深度学习"。
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CiteScore
3.40
自引率
5.00%
发文量
40
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