101. Property-Based Interest Propagation in Ontology-Based User Model
- Author
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Silvia Likavec, Federica Cena, Francesco Osborne, Masthoff, J, Mobasher, B, Desmarais, MC, Nkambou, R, Cena, F, Likavec, S, and Osborne, F
- Subjects
user modeling ,ontologies ,Artificial intelligence ,Property (philosophy) ,Information retrieval ,Computer science ,User modeling ,Ontology (information science) ,User requirements document ,Object (computer science) ,User feedback ,World Wide Web ,Mathematical model ,Semantic similarity ,User model ,Ontology-based ,Adaptive application ,User interface ,User interest ,Initial and terminal objects - 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.
- Published
- 2012