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EDUCA: A web 2.0 authoring tool for developing adaptive and intelligent tutoring systems using a Kohonen network

Authors :
María Lucía Barrón Estrada
Carlos Alberto Reyes García
Ramón Zatarain Cabada
Source :
Expert Systems with Applications. 38:9522-9529
Publication Year :
2011
Publisher :
Elsevier BV, 2011.

Abstract

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.

Details

ISSN :
09574174
Volume :
38
Database :
OpenAIRE
Journal :
Expert Systems with Applications
Accession number :
edsair.doi...........737ca786667a886f77e011a01f662aa5
Full Text :
https://doi.org/10.1016/j.eswa.2011.01.145