An Approach for Automatic and Dynamic Analysis of Learning Objects Repositories Through Ontologies and Data Mining Techniques for Supporting Personalized Recommendation of Content in Adaptive and Intelligent Educational Systems

被引:7
|
作者
Dorca, Fabiano A. [1 ]
Carvalho, Vitor C. [1 ]
Mendes, Miller M. [1 ]
Araujo, Rafael D. [1 ]
Ferreira, Hiran N. [2 ]
Catellan, Renan G. [1 ]
机构
[1] Fed Univ Uberlandia UFU, Fac Comp Sci FACOM, Ave Joao Naves de Avila 2-121,Campus Santa Monica, BR-38400902 Uberlandia, MG, Brazil
[2] Fed Inst Educ Sci & Technol Southern Minas Gerais, Passos, MG, Brazil
关键词
learning objects; learning styles; adaptive educational systems; clustering; ontologies; STYLES;
D O I
10.1109/ICALT.2017.121
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Adaptive and Intelligent Educational Systems are interesting resources for supporting teaching-learning activities. Such environments make use of intelligent techniques to adapt educational content to the real needs of students. With the increasing amount of educational content becoming available, there is a good reason to believe that smart data analysis and machine learning techniques will become indispensable ingredients for educational progress. Therefore, this work proposes an approach for automatic and dynamic analysis of learning objects repositories in which an ontology models the relations between learning objects attributes and learning styles. Promising results have been obtained, and they are presented in this work.
引用
收藏
页码:514 / 516
页数:3
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