Data mining technology is used to collect students' online learning behavior and learning performance data, and collate them to lay the foundation for improving personalized teaching work and teaching resource management in aesthetic education. To evaluate the effectiveness of the application of the ...
Educational data mining (EDM) enables decision-makers in academia to uncover hidden information and make informed decisions. By predicting students' academic performance at the beginning of the semester, educational institutions can improve education quality, reduce dropout rates, and enhance students' ...
Big Data in Education; Future Technology Integration prospect for valuable research, evaluation, and accountability through technology integration like data analytics, web dashboards and data mining in education... SO Fadiya,S Saydam,EJ Chukwuemeka 被引量: 2发表: 2014年 Big data challenge for monito...
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教育数据挖掘是指综合运用数理统计,机器学习和人工智能算法与方法,对来源于各种教育环境的原始数据进行收集,预处理,转化和建模,发现学习内容,学习资源和教学行为之间的相互关系,从而实现对学习者未来学习趋势的预测,并为教育者,学习者,家长和软件开发人员提供服务支持,达到教育系统中教育资源的良性互动,最终实现改进学习的...
·Profile: The first part embraces three chapters oriented to: 1) describe the nature of educational data mining (EDM); 2) describe how to pre-process raw data to facilitate data mining (DM); 3) explain how EDM supports government policies to enhance education. ...
摘要: Educational data mining methods have been successful at modeling a range of phenomena relevant to student learning in online intelligent systems. Here, the author considers the current state of the field, outlining recent strides and remaining challenges....
1999. Data Mining:Practical Machine Learning Tools and Techniques with Java Implementations. Morgan Kauffman, San Francisco, CA. Google Scholar Baker R S J D, 2010 Baker, R.S.J.d.: Data Mining for Education. In: McGaw, B., Peterson, P., Baker, E. (eds.) To appear in International...
USING DATA MINING FOR ASSESSING THE IMPACT OF SOCIAL MEDIA IN HIGHER EDUCATION: THE CASE OF INTEGRATING SOCIAL MEDIA IN THE CURRICULUM The role of social media in higher education has shifted from providing a web 2.0 solution for supporting communication in computer supported learning to more advanc...
education resources, and personalized learning and recommendation. Representative papers published in important international conferences and periodicals in the field of artificial intelligence and data mining include IJCAI2015, AAAI 2017, AAAI 2018, KDD 2018, KDD 2019, and ACM TIST. For example, a ...