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What and Who

Inducing Conceptual User Models

Martin E. Mueller
Institut fuer semantische Informationsverarbeitung Uni Osnabrueck
DFKI-Kolloquium
AG 1, AG 2, AG 3, AG 4  
Expert Audience

Date, Time and Location

Monday, 27 November 2000
11:00
-- Not specified --
DFKI-NeubauGebäude 43.8
-2.17
Saarbrücken

Abstract


We describe an approach for conceptual user modeling as realized in the
OySTER meta web search engine. Instead of collaboratively modeling user
interests we use web document classifications in order to describe
individual user models. Information relevance is expressed with respect to
an underlying ontology of text categories. Logic expressions over
semi-lattices are interpreted as horn clauses---thus allowing to prove
different levels of interestingness. Furthermore, this approach presents a
well-defined learning problem for inductive logic programming which yields
inspectable user models that include sets of interest aspects. By using both
explicit positive and negative feedback for both interest and explicit
dis-interest we can use few examples to generate a larger set of labeled
data for the learning task.

Contact

"Gabi Jacquinot"
jacquinot@dfki.de>
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