Modeling of Online Learning Strategies Based on Fuzzy Expert Systems and Self-Directed Learning Readiness: The Effect on Learning Outcomes

被引:8
|
作者
Lasfeto, Deddy Barnabas [1 ]
Ulfa, Saida [2 ]
机构
[1] State Polytech Kupang, Comp & Networking Dept, Jl Adisucipto Penfui, Kupang 85228, Indonesia
[2] State Univ Malang, Fac Educ, Malang, Indonesia
关键词
online learning; fuzzy expert system; self-directed learning; learning outcomes; artificial intelligence;
D O I
10.1177/07356331221094249
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
This study proposes an online learning model based on fuzzy expert systems to recommend learning contents that are most appropriate for facilitating more efficient learning. The process used two computer applications which are Matlab for fuzzy analysis and the learning management system Moodle platform for online learning environment. Besides, considering the learner themselves by their self-directed learning readiness as the moderating variable in this study. To examine the learning strategies, we used aptitude treatment interaction for the learning model. Statistical analysis is used to examine the effect of this strategy and the students' self-directed learning readiness on the learning outcomes. We found that students who are taught by online learning strategies based on fuzzy expert systems have better learning outcomes than students who are given traditional online learning strategies. Students who have high self-directed learning readiness have higher learning outcomes than students who have low self-directed learning readiness in both online learning strategies. Students who have low self-directed learning readiness are more appropriate to learn by the online learning strategies based on fuzzy expert systems to improve their learning outcomes
引用
收藏
页码:2081 / 2104
页数:24
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