کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
385863 660873 2011 8 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
EDUCA: A web 2.0 authoring tool for developing adaptive and intelligent tutoring systems using a Kohonen network
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
EDUCA: A web 2.0 authoring tool for developing adaptive and intelligent tutoring systems using a Kohonen network
چکیده انگلیسی

This paper presents a Web 2.0 Learning Environment, for a systematic creation of adaptive and intelligent tutoring systems. Authoring contents is made by a community of users including teachers and students. The tutoring systems adapt the contents according to the best learning style using self-organizing maps (SOMs). The SOM was trained for classifying Felder–Silverman learning styles. The most important advantage of these unsupervised neural networks is that they do not require an external teacher for presenting a training set. The approach was implemented under an authoring tool that allows the production of personalized learning material to be used under collaborative and mobile learning environments. The tutoring systems together with the neural network can also be exported to mobile devices. We present different results to the approach working under the authoring tool.

Research highlights
► We present a Web 2.0 tool for creating adaptive and intelligent tutoring systems.
► The tool can produce learning material for mobile learning environments.
► Authoring content is made by a community of users including teachers and students.
► A Kohonen network is used to classify Felder-Silverman learning styles.
► We present different results to the approach working under the authoring tool.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Expert Systems with Applications - Volume 38, Issue 8, August 2011, Pages 9522–9529
نویسندگان
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