Title | ||
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Combining social-based and information-based approaches for personalised recommendation on sequencing learning activities |
Abstract | ||
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Lifelong learners who select learning activities to attain certain learning goals need to know which are suitable and in which sequence they should be performed. Learners need support in this way-finding process, and we argue that this could be provided by using Personalised Recommender Systems (PRSs). To enable personalisation, collaborative filtering could use information about learners and learning activities, since their alignment contributes to learning efficiency. A model for way-finding presents personalised recommendations in relation to information about learning goals, learning activities and learners. A PRS has been developed according to this model, and recommends to learners the best next learning activities. Both model and system combine social-based (i.e., completion data from other learners) and information-based (i.e., metadata from learner profiles and learning activities) approaches to recommend the best next learning activity to be completed. |
Year | DOI | Venue |
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2007 | 10.1504/IJLT.2007.014842 | IJLT |
Keywords | Field | DocType |
lifelong learner,prs,way-finding process,certain learning goal,completion data,sequencing,personalised recommender systems,information-based approach,collaborative filtering,next learning activity,personalised recommendation,learner profile,be completed. keywords: personalised recommender systems,domain model for way-finding,learning technology.,learning technology specifications,sequence learning,learning technology,recommender system,lifelong learning,domain models,domain model | Educational technology,Open learning,Active learning,Collaborative learning,Computer science,Knowledge management,Synchronous learning,Personalized learning,Lifelong learning,Cooperative learning | Journal |
Volume | Issue | ISSN |
3 | 2 | 1477-8386 |
Citations | PageRank | References |
23 | 1.76 | 12 |
Authors | ||
7 |
Name | Order | Citations | PageRank |
---|---|---|---|
Hans Hummel | 1 | 458 | 36.21 |
Bert Van Den Berg | 2 | 120 | 9.29 |
Adriana J. Berlanga | 3 | 190 | 21.44 |
Hendrik Drachsler | 4 | 667 | 60.15 |
Jose Janssen | 5 | 44 | 3.79 |
Rob Nadolski | 6 | 245 | 22.09 |
rob koper | 7 | 1092 | 127.09 |