Designing a Fuzzy Learning Style Identifier in E-learning Environment

سال انتشار: 1398
محل انتشار: دهمین کنفرانس فناوری اطلاعات و دانشIKT2019
کد COI اختصاصی: ICIKT10_050
زبان مقاله: انگلیسی
تعداد مشاهده: 465

نویسندگان

Information Technology Dept. Tarbiat Modares University Tehran, Iran

چکیده

in an e-learning environment, learners have different previous knowledge, age, experience, motivation, and goals. Without adaptive approaches, effective learning doesn’t occur; therefore, the final goal in adaptive learning is offering courses and learning contents based on the specific characteristics of each learner. The most important step in adaptive learning is to select the appropriate index which based on educational adaptation is made. Researchers have used a variety of indexes, and because learning style is one of the most important characteristics to recognize any individual differences in the learning process to adapt in e-learning environment, in this study, the selective index is Kolb s learning style , which is very complex due to its uncertainty and cannot be exactly described and defined. The fuzzy sets theory was used to model the uncertainty and ambiguity by creating a set of rules to identify of learning style dimensions. For this purpose, a fuzzy system was designed that can identify learners learning style using network behaviors. The accuracy of this system in measuring the learning style of learners, compared with the results of a questionnaire previously completed by learners, was obtained 89.07%. The accuracy of this method is increased compared to other methods.

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