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Enhanced e-Learning Experience by Pushing the Limits of Semantic Web Technologies
Fraunhofer IOSB, Germany.
FZI Forschungszentrum Informatik, Germany.
Karlsruhe University of Applied Sciences, Germany.
Karlsruhe University of Applied Sciences, Germany.
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2014 (English)In: Proceedings of the 3rd International Workshop on Ordering and Reasoning Co-located with the 13th International Semantic Web Conference (ISWC 2014): Riva del Garda, Italy, October 20th, 2014 / [ed] Irene Celino, Oscar Corcho, Daniele Dell'Aglio, Emanuele Della Valle, Markus Krötzsch, Stefan Schlobach, Italy: CEUR-WS , 2014, p. 23-34Conference paper, Published paper (Refereed)
Abstract [en]

We investigate a novel approach to e-Learning using Seman-tic Web technologies and aiming to optimise the learners’ experience incorporating pedagogical strategies into the learning process. The in-creasing availability of Semantic Web based educational resources and the establishment of open metadata standards like IEEE LOM pave the way for enhanced e-Learning systems that support personalised learning based on a reasoning framework and formal ontologies. We use ontologies to describe learning objects and the learner state, and define pedagogi-cal recommendation axioms that specify which learning objects are best suited for the learner in a specific situation. Recent pedagogical findings suggest that the individual learning can be optimised by means of guid-ance through learning pathways, i. e., a particular order in which learning objects are to be studied. To this end, we offer an OWL model for learn-ing pathways as structured sequences. We show the strengths and limits of OWL and propose a solution to overcome problems such as handling of soft constraints and ranking of result sets. The calculation for ranking is based on individual weights for specific learner-related features and considers the degree of match between learning objects and learner’s needs. The feasibility of our approach is shown by modelling real-life course material, i.e. a complete course on the Philosophy of Didactics. We implemented our approach as a prototype system and interfaced it to a standard Learning Management System.

Place, publisher, year, edition, pages
Italy: CEUR-WS , 2014. p. 23-34
Series
CEUR workshop proceedings, E-ISSN 1613-0073
National Category
Electrical Engineering, Electronic Engineering, Information Engineering Communication Systems
Identifiers
URN: urn:nbn:se:lnu:diva-37628OAI: oai:DiVA.org:lnu-37628DiVA, id: diva2:754968
Conference
Conference: OrdRing 2014 - 3rd International Workshop on Ordering and Reasoning, Riva del Garda, Italy, October 20th, 2014
Available from: 2014-10-13 Created: 2014-10-13 Last updated: 2019-06-18Bibliographically approved

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Kohen-Vacs, Dan

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Electrical Engineering, Electronic Engineering, Information EngineeringCommunication Systems

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