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.

Property-Based Interest Propagation in Ontology-Based User Model

CENA, Federica;LIKAVEC, Silvia;OSBORNE, FRANCESCO NICOLO'
2012-01-01

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.
2012
Inglese
contributo
1 - Conferenza
User Modeling, Adaptation, and Personalization - 20th International Conference, UMAP 2012
Montreal, CANADA
16-20 luglio 2012
Internazionale
Judith Masthoff, Bamshad Mobasher, Michel C. Desmarais, Roger Nkambou
LECTURE NOTES IN COMPUTER SCIENCE
Comitato scientifico
Springer
Berlin
GERMANIA
7379
38
50
13
9783642314537
http://link.springer.com/chapter/10.1007%2F978-3-642-31454-4_4
user modeling; ontologies
no
1 – prodotto con file in versione Open Access (allegherò il file al passo 6 - Carica)
3
info:eu-repo/semantics/conferenceObject
04-CONTRIBUTO IN ATTI DI CONVEGNO::04A-Conference paper in volume
Cena, Federica; Likavec, Silvia; Osborne, Francesco
273
open
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2318/131039
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