Method for User Preferences Acquisition (tool UPreA)

Finds initial user preference in form of fuzzy sets and aggregation function.

Institution: Pavol Jozef Šafárik University
Technologies used: Java, Sesame
Inputs: Domain ontology, User Ontology, user inputs
Outputs: User preferences (fuzzy sets)
Documentation: HTML, doc, JavaDoc
Distribution packages: zip

Addressed Problems

Methods for finding best objects usually use some representation of user preferences. They can be represented as sets (or intervals) of prefered attribute values. Instead of classical crisp sets, we use fuzzy sets with membership function range [0,1].

The problem is how to acquire user preferences effectively and correctly. If we let user explain his preferences in detail, it may be boring and uninteresting. On the other hand, if we ask just a few questions, we get only vague idea what his preferences might be. This problem is adresses by UPreA tool. It provides user with initial fuzzy sets which can be used in the process of finding suitable job offers and further modified.

Description

We consider three different approaches to acquire user preferences.

Acquired fuzzy sets and weights are provided to other tools. IGAP and Top-k tools recently use them in our integrated chain.

References

  1. Vaneková, V.: Metódy získavania používateľských preferencií In: ZNALOSTI 2008: zborník príspevkov. Vydavateľstvo STU, 2008. ISBN 978-80-227-2827-0, pages 387-390.
  2. Gurský, P., Horváth, T., Jirásek, J., Krajči, S., Novotný, R., Vaneková, V., Vojtáš, P.: Knowledge Processing for Web Search – An Integrated Model. In: Studies in Computational Intelligence (vol. 78), Springer, 2007, ISSN 1860-949X, ISBN 978-3-540-74929-5, pages 95-104.
  3. Gurský, P., Horváth, T., Jirásek, J., Krajči, S., Novotný, R., Vaneková, V., Vojtáš, P.: Web Search with Variable User Model. In: DATAKON 2007, Sborník databázové konference, ISBN 978-80-7355-076-9, pages 111-121.
  4. Vaneková, V.: Reprezentácia a spracovanie používateľských preferencií v RDF. In: Proceedings of MIS 2007. ISBN 978-80-7378-033-3, pages 98-107.
  5. Gurský, P., Horváth, T., Novotný, R., Vaneková, V., Vojtáš, P.:UPRE: User preference based search system. In: Proceedings of 2006 IEEE/WIC/ACM International Conference on Web Intelligence (WI 2006), ISBN 0-7695-2747-7, pages 841-844.