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Property-Based Interest Propagation in Ontology-Based User Model

Authors :
Silvia Likavec
Federica Cena
Francesco Osborne
Masthoff, J
Mobasher, B
Desmarais, MC
Nkambou, R
Cena, F
Likavec, S
Osborne, F
Source :
User Modeling, Adaptation, and Personalization ISBN: 9783642314537, UMAP
Publication Year :
2012
Publisher :
Springer Berlin Heidelberg, 2012.

Abstract

We present an approach for propagation of user interests in ontology- based user models taking into account the properties declared for the concepts in the ontology. Starting from initial user feedback on an object, we calculate user interest in this particular object and its properties and further propagate user interest to other objects in the ontology, similar or related to the initial object. The similarity and relatedness of objects depends on the number of properties they have in common and their corresponding values. The approach we propose can support finer recommendation modalities, considering the user interest in the objects, as well as in singular properties of objects in the recommendation process. We tested our approach for interest propagation with a real adaptive application and obtained an improvement with respect to IS-A-propagation of interest values.

Details

ISBN :
978-3-642-31453-7
ISSN :
03029743
ISBNs :
9783642314537
Database :
OpenAIRE
Journal :
User Modeling, Adaptation, and Personalization ISBN: 9783642314537, UMAP
Accession number :
edsair.doi.dedup.....7229fc9dd68b5de79249859bab6dbaf7