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dc.creatorArango-Medina D.
dc.creatorGonzalez-Palacio L.
dc.creatorTorres-Bedoya D.
dc.creatorGarcia-Giraldo J.
dc.creatorCuatindioy J.
dc.creatorGonzalez-Palacio M.
dc.creatorLuna M.
dc.creatorGarcia-Garzon J.Y.J.
dc.creatorPabon H.J.O.
dc.creatorEcheverri J.
dc.creatorBedoya J.
dc.date2020
dc.date.accessioned2021-02-05T14:58:59Z
dc.date.available2021-02-05T14:58:59Z
dc.identifier.isbn9789895465903
dc.identifier.issn21660727
dc.identifier.urihttp://hdl.handle.net/11407/6047
dc.descriptionThis 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. © 2020 AISTI.
dc.language.isospa
dc.publisherIEEE Computer Society
dc.relation.isversionofhttps://www.scopus.com/inward/record.uri?eid=2-s2.0-85089032318&doi=10.23919%2fCISTI49556.2020.9141087&partnerID=40&md5=afa302a86b4b64cb0e9cd5985f854850
dc.sourceIberian Conference on Information Systems and Technologies, CISTI
dc.subjectartificial intelligencespa
dc.subjectlearning stylesspa
dc.subjectLMSspa
dc.subjectProblem-based learningspa
dc.subjectvirtual coursesspa
dc.titleVirtual platforms that recognize learning styles and allow the deployment of Problem Based Learning methodology -ABP [Plataformas virtuales que reconocen estilos de aprendizaje y permiten el despliegue de metodología Aprendizaje Basado en Problemas -ABPV]
dc.typeConference Papereng
dc.rights.accessrightsinfo:eu-repo/semantics/restrictedAccess
dc.publisher.programIngeniería de Sistemasspa
dc.publisher.programIngeniería Civilspa
dc.publisher.programIngeniería en Energíaspa
dc.publisher.programTronco común Ingenieríasspa
dc.identifier.doi10.23919/CISTI49556.2020.9141087
dc.subject.keywordConformal mappingeng
dc.subject.keywordCurriculaeng
dc.subject.keywordInformation systemseng
dc.subject.keywordInformation useeng
dc.subject.keywordLearning systemseng
dc.subject.keywordSelf organizing mapseng
dc.subject.keywordStudentseng
dc.subject.keywordActive Learningeng
dc.subject.keywordNeural network structureseng
dc.subject.keywordPedagogical approacheng
dc.subject.keywordProblem based learningeng
dc.subject.keywordStudent characteristicseng
dc.subject.keywordStudent learningeng
dc.subject.keywordVirtual learningeng
dc.subject.keywordVirtual platformeng
dc.subject.keywordE-learningeng
dc.relation.citationvolume2020-June
dc.publisher.facultyFacultad de Ingenieríasspa
dc.publisher.facultyFacultad de Ciencias Básicasspa
dc.affiliationArango-Medina, D., Universidad de Medellín, Ingeniería de Sistemas/maestría en Ingeniería de Software, Medellín, Colombia
dc.affiliationGonzalez-Palacio, L., Universidad de Medellín, Ingeniería de Sistemas/maestría en Ingeniería de Software, Medellín, Colombia
dc.affiliationTorres-Bedoya, D., Universidad de Medellín, Ingeniería de Sistemas/maestría en Ingeniería de Software, Medellín, Colombia
dc.affiliationGarcia-Giraldo, J., Universidad de Medellín, Ingeniería de Sistemas/maestría en Ingeniería de Software, Medellín, Colombia
dc.affiliationCuatindioy, J., Universidad de Medellín, Ingeniería de Sistemas/maestría en Ingeniería de Software, Medellín, Colombia
dc.affiliationGonzalez-Palacio, M., Universidad de Medellín, Ingeniería de Sistemas/maestría en Ingeniería de Software, Medellín, Colombia
dc.affiliationLuna, M., Universidad de Medellín, Ingeniería de Sistemas/maestría en Ingeniería de Software, Medellín, Colombia
dc.affiliationGarcia-Garzon, J.Y.J., Universidad de Medellín, Ingeniería de Sistemas/maestría en Ingeniería de Software, Medellín, Colombia
dc.affiliationPabon, H.J.O., Universidad de Medellín, Ingeniería de Sistemas/maestría en Ingeniería de Software, Medellín, Colombia
dc.affiliationEcheverri, J., Universidad de Medellín, Ingeniería de Sistemas/maestría en Ingeniería de Software, Medellín, Colombia
dc.affiliationBedoya, J., Universidad de Medellín, Ingeniería de Sistemas/maestría en Ingeniería de Software, Medellín, Colombia
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dc.type.versioninfo:eu-repo/semantics/publishedVersion
dc.type.driverinfo:eu-repo/semantics/other


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