Plataformas virtuales que reconocen estilos de aprendizaje y permiten el despliegue de metodología Aprendizaje Basado en Problemas -ABPV

Translated title of the contribution: Virtual platforms that recognize learning styles and allow the deployment of Problem Based Learning methodology -ABP

David Arango-Medina, Liliana Gonzalez-Palacio, Daniel Torres-Bedoya, John Garcia-Giraldo, Jenny Cuatindioy, Mauricio Gonzalez-Palacio, Mario Luna, Juan Y.Jorge Garcia-Garzon, Hector Jairo Ortiz Pabon, Jaime Echeverri, Jorge Bedoya

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

This article shows the results of a research project developed by the University of Medellín, Kuepa company, Minciencias and the Government of Antioquia, which starts with the problem of designing virtual courses based on traditional pedagogical approaches, that they do not promote active learning and do not take into account student learning styles. For this, a project is developed in which new functionalities are added to a virtual learning platform to allow the detection of student learning styles, and the configuration of courses under ABP methodology (Problem Based Learning). To achieve this, artificial intelligence (AI) techniques are used. In the development of the article it is shown that the model used to determine learning styles was Kolb, this one was used as input to train a SOM (Self-Organizing Maps) neural network. In this way, the material and problems assignment are customized according to the student characteristics. This article shows the modules that make up the platform and the built-in neural network structure to provide intelligence to the system are shown.

Translated title of the contributionVirtual platforms that recognize learning styles and allow the deployment of Problem Based Learning methodology -ABP
Original languageSpanish
Title of host publicationProceedings of CISTI 2020 - 15th Iberian Conference on Information Systems and Technologies
EditorsAlvaro Rocha, Bernabe Escobar Perez, Francisco Garcia Penalvo, Maria del Mar Miras, Ramiro Goncalves
PublisherIEEE Computer Society
ISBN (Electronic)9789895465903
DOIs
StatePublished - Jun 2020
Event15th Iberian Conference on Information Systems and Technologies, CISTI 2020 - Seville, Spain
Duration: 24 Jun 202027 Jun 2020

Publication series

NameIberian Conference on Information Systems and Technologies, CISTI
Volume2020-June
ISSN (Print)2166-0727
ISSN (Electronic)2166-0735

Conference

Conference15th Iberian Conference on Information Systems and Technologies, CISTI 2020
CountrySpain
CitySeville
Period24/06/2027/06/20

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