Analysis of web-based learning systems by data mining

被引:0
|
作者
Villegas-Ch, W. [1 ]
Lujan-Mora, S. [2 ]
Buenano-Fernandez, Diego [1 ]
Roman-Canizares, M. [1 ]
机构
[1] UDLA, Fac Ingn & Ciencias Agr, Ave Granados E12-41y Colimes Esq, Quito, Ecuador
[2] Univ Alicante, Dept Lenguajes & Sistemas Informat, Carretera San Vicente Raspeig S-N, Alicante 03690, Spain
关键词
learning system; learning management system; data mining; e-learning; Moodle; EDUCATION;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This article describes the trend in the use of learning systems that aims to analyze information generated by students. This information is obtained from the activities of the learning management systems (LMS). The objective is to improve the quality of education and to allow institutions to offer the student a personalized education. For analysis of information, a description of the algorithms associated the data mining is provided. Another aspect considered are the tools that used to manage the data mining algorithms and present the information. Data can be evaluated in such a way as to convert the information collected into useful information, to provide an education tailored to the needs of each student. This approach seeks to improve the effectiveness of education by recognizing patterns in student performance. This article presents a study of the processes for the discovery of knowledge in LMS and the use of data mining techniques for data analysis. This analysis performed in a case study applied to the e-learning platform Moodle. The aim is to provide stakeholders with guidance on the use of information and communication technology tools.
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页数:5
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