Exploring the impact of ChatGPT on education: A web mining and machine learning approach

被引:34
|
作者
Rejeb, Abderahman [4 ]
Rejeb, Karim [2 ]
Appolloni, Andrea [1 ,5 ]
Treiblmaier, Horst [3 ]
Iranmanesh, Mohammad [6 ]
机构
[1] Univ Roma Tor Vergata, Fac Econ, Dept Management & Law, Via Columbia 2, I-00133 Rome, Italy
[2] Univ Carthage, Fac Sci Bizerte, Tunis, Tunisia
[3] Modul Univ Vienna, Sch Int Management, Vienna, Austria
[4] Szechenyi Istvan Univ, Dept Logist & Forwarding, H-9026 Gyor, Hungary
[5] Cranfield Univ, Bedford, England
[6] La Trobe Univ, La Trobe Business Sch, Melbourne, Vic, Australia
来源
关键词
ChatGPT; Artificial intelligence; Education; Teaching; Learning;
D O I
10.1016/j.ijme.2024.100932
中图分类号
F [经济];
学科分类号
02 ;
摘要
ChatGPT, an artificial intelligence model, has garnered significant interest within education. This study examined public sentiment regarding ChatGPT's influence on education by utilizing web mining and natural language processing (NLP) techniques. By adopting an empirical approach and leveraging machine learning models to process 2003 web articles, the study extracts valuable insights. The results indicate that ChatGPT has emerged as a crucial educational tool, offering advantages for both students and educators. Notably, the study emphasized ChatGPT's role in enhancing students' writing abilities and fostering dynamic, interactive learning environments. ChatGPT's capacity to address a broad spectrum of questions demonstrates its versatility and adaptability, contributing to more inclusive and personalized educational experiences. However, the study also uncovered challenges tied to academic integrity, such as plagiarism and cheating, which stem from incorporating AI-driven tools like ChatGPT into education. This raises concerns regarding ethical aspects, including responsible AI usage and data privacy, and highlights the need for institutions to develop guidelines and policies for AI tool implementation in education. This study's findings hold theoretical and practical implications for integrating ChatGPT into educational settings. It is the first to employ web mining and NLP techniques to analyze public opinions on ChatGPT's impact on education comprehensively.
引用
收藏
页数:14
相关论文
共 50 条
  • [1] A machine learning approach to Web mining
    Esposito, F
    Malerba, D
    Di Pace, L
    Leo, P
    AI(ASTERISK)IA 99: ADVANCES IN ARTIFICIAL INTELLIGENCE, 2000, 1792 : 190 - 201
  • [2] Progressive Machine Learning Approach with WebAstro for Web Usage Mining
    Kumar, Harish
    Anuradha
    Solanki, A. K.
    Singh, Krishna Kant
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND DATA SCIENCE, 2020, 167 : 1400 - 1410
  • [3] Web mining: Machine learning for Web applications
    Chen, HC
    Chau, M
    ANNUAL REVIEW OF INFORMATION SCIENCE AND TECHNOLOGY, 2004, 38 : 289 - 329
  • [4] Exploring the impact of ChatGPT: conversational AI in education
    Bettayeb, Anissa M.
    Abu Talib, Manar
    Altayasinah, Al Zahraa Sobhe
    Dakalbab, Fatima
    FRONTIERS IN EDUCATION, 2024, 9
  • [5] Evolutionary machine learning for Web mining
    Joshi, A
    Todwal, S
    IEEE TENCON 2003: CONFERENCE ON CONVERGENT TECHNOLOGIES FOR THE ASIA-PACIFIC REGION, VOLS 1-4, 2003, : 693 - 697
  • [6] Exploring Data Mining in Chemistry Education: Building a Web-Based Learning Platform for Learning Analytics
    Roski, Marvin
    Ewerth, Ralph
    Hoppe, Anett
    Nehring, Andreas
    JOURNAL OF CHEMICAL EDUCATION, 2024, 101 (03) : 930 - 940
  • [7] Exploring the Frontiers of Machine Learning in Education
    Li, Jiayi
    XRDS: Crossroads, 2024, 31 (01):
  • [8] Exploring the impact of language models, such as ChatGPT, on student learning and assessment
    Zirar, Araz
    REVIEW OF EDUCATION, 2023, 11 (03):
  • [9] MACHINE LEARNING AND LINK ANALYSIS FOR WEB CONTENT MINING
    Carullo, Moreno
    Binaghi, Elisabetta
    KDIR 2010: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND INFORMATION RETRIEVAL, 2010, : 156 - 161
  • [10] Machine Learning to Identify Bitcoin Mining by Web Browsers
    School of Information Engineering, Guangzhou Panyu Polytechnic, Guangdong, China
    不详
    不详
    IEEE Int. Conf. Comput., Commun. Eng., ICCCE, 2022, (66-69):