Garrido Tejero, A.; Morales, L.; Serina, I. (2016). On the use of case-based planning for e-learning personalization. Expert Systems with Applications. 60:1-15. https://doi.org/10.1016/j.eswa.2016.04.030
Por favor, use este identificador para citar o enlazar este ítem: http://hdl.handle.net/10251/79349
Título:
|
On the use of case-based planning for e-learning personalization
|
Autor:
|
Garrido Tejero, Antonio
Morales, Lluvia
Serina, Iván
|
Entidad UPV:
|
Universitat Politècnica de València. Escola Tècnica Superior d'Enginyeria Informàtica
|
Fecha difusión:
|
|
Resumen:
|
In this paper we propose myPTutor, a general and effective approach which uses AI planning techniques
to create fully tailored learning routes, as sequences of Learning Objects (LOs) that fit the pedagogical
and students’ ...[+]
In this paper we propose myPTutor, a general and effective approach which uses AI planning techniques
to create fully tailored learning routes, as sequences of Learning Objects (LOs) that fit the pedagogical
and students’ requirements.
myPTutor has a potential applicability to support e-learning personalization by producing, and automatically
solving, a planning model from (and to) e-learning standards in a vast number of real scenarios,
from small to medium/large e-learning communities. Our experiments demonstrate that we can solve
scenarios with large courses and a high number of students. Therefore, it is perfectly valid for schools,
high schools and universities, especially if they already use Moodle, on top of which we have implemented
myPTutor. It is also of practical significance for repairing unexpected discrepancies (while the
students are executing their learning routes) by using a Case-Based Planning adaptation process that reduces
the differences between the original and the new route, thus enhancing the learning process.
© 2016 Elsevier Ltd. All rights reserved.
[-]
|
Palabras clave:
|
E-learning
,
Learning route personalization
,
Planning
,
Plan adaptation
,
Case base planning
|
Derechos de uso:
|
Reserva de todos los derechos
|
Fuente:
|
Expert Systems with Applications. (issn:
0957-4174
)
|
DOI:
|
10.1016/j.eswa.2016.04.030
|
Editorial:
|
Elsevier
|
Versión del editor:
|
http://dx.doi.org/10.1016/j.eswa.2016.04.030
|
Código del Proyecto:
|
info:eu-repo/grantAgreement/MEC//CSD2007-00022/ES/Agreement Technologies/
/
info:eu-repo/grantAgreement/MICINN//TIN2011-27652-C03-01/ES/INTERACCION MULTIAGENTE PARA PLANIFICACION/
info:eu-repo/grantAgreement/MINECO//TIN2014-55637-C2-2-R/ES/GESTION DE METAS PARA AUTONOMIA A LARGO PLAZO EN CIUDADES INTELIGENTES/
info:eu-repo/grantAgreement/GVA//PROMETEOII%2F2013%2F019/ES/HUMBACE: HUMAN-LIKE COMPUTATIONAL MODELS FOR AGENT-BASED COMPUTATIONAL ECONOMICS/
info:eu-repo/grantAgreement/UNIBZ//BW5053/
|
Descripción:
|
This is the author’s version of a work that was accepted for publication in Expert Systems with Applications. Changes resulting from the publishing process, such as peer review, editing, corrections, structural formatting, and other quality control mechanisms may not be reflected in this document. Changes may have been made to this work since it was submitted for publication. A definitive version was subsequently published in Expert Systems with Applications, 60, 1-15, 2016. DOI:10.1016/j.eswa.2016.04.030
|
Agradecimientos:
|
This work has been partially funded by the Consolider AT project CSD2007-0022 INGENIO 2010 of the Spanish Ministry of Science and Innovation, the MICINN project TIN2011-27652-C03-01, the MINECO and FEDER project ...[+]
This work has been partially funded by the Consolider AT project CSD2007-0022 INGENIO 2010 of the Spanish Ministry of Science and Innovation, the MICINN project TIN2011-27652-C03-01, the MINECO and FEDER project TIN2014-55637-C2-2-R, the Mexican National Council of Science and Technology, the Valencian Prometeo project II/2013/019 and the BW5053 research project of the Free University of Bozen-Bolzano.
[-]
|
Tipo:
|
Artículo
|