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Property-Based Interest Propagation in Ontology-Based User Model
- Source :
- User Modeling, Adaptation, and Personalization ISBN: 9783642314537, UMAP
- Publication Year :
- 2012
- Publisher :
- Springer Berlin Heidelberg, 2012.
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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.
- 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
Subjects
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