کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
348392 618183 2014 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Computational organization of didactic contents for personalized virtual learning environments
ترجمه فارسی عنوان
سازمان محاسباتی محتویات آموزشی برای محیط های یادگیری مجازی شخصی
کلمات کلیدی
محتوای یادگیری شخصی الگوهای یادگیری پروگزیمال، سیستم های آموزشی هوشمند شبکه های عصبی مصنوعی، تدریس شخصی
موضوعات مرتبط
علوم انسانی و اجتماعی علوم اجتماعی آموزش
چکیده انگلیسی


• Introduces multilevel structure of contents.
• A multilevel structure of concepts allow an automatized and personalized content presentation of contents.
• Introduces proximal learning patterns for personalization.
• Employ of artificial intelligence in computational organization of didactic contents.
• Artificial neural network on student's classification in proximal learning patterns.

This paper presents an organization model for personalized didactic contents used in individual study environments. For many students the availability of contents in a general form might not be effective. A multilevel structure of concepts is proposed to provide different presentation combinations of the same content. Our work shows that it is possible to personalize the didactic content in order to encourage students, by using proximal learning patterns. These patterns are obtained from the analysis of the actions of students with positive results in the individual content organization. The system uses artificial intelligence techniques to reactively organize and personalize content. Personalization is made possible by means of an artificial neural network that classifies the student's profile and assigns it a proximal learning pattern. Expert rules are used to mediate and adjust the contents reactively. Experimental results indicate that the approach is efficient and provides the student a better use of the content with adaptive and reactive personalized presentation.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computers & Education - Volume 79, October 2014, Pages 126–137
نویسندگان
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