|
|
Invited Speaker: Franz Baader
Talk: Applying Formal Concept Analysis to Description Logics
Formal Concept Analysis (FCA) and Description Logics (DL) are successful formalisms for structuring the terminological knowledge
of an application domain. Both are based on the fundamental notion of a concept, which is a collection of objects sharing
certain properties. Other than this communality, however, there are many differences between the two approaches. For example,
FCA starts with a complete (extensional) description of the application domain (the context), and then derives the concepts
of this fixed domain. In contrast, in DL one first defines (intensional) descriptions of concepts (in the TBox), and then
uses them to give a partial description of the application domain (in the ABox).
This talk is concerned with bridging the gap between DL and FCA by employing FCA tools in the bottom-up construction of DL
knowledge bases. Instead of directly defining a new concept, the knowledge engineer introduces several typical examples as
objects, which are then automatically generalized into a concept description by the system. This description is offered to
the knowledge engineer as a possible candidate for a definition of the concept.
From a technical point of view, this bottom-up construction motivates our interest in the following computation problems. Given
a finite set S of description logic concepts, we are interested in computing the subsumption hierarchy of all least common
subsumers of subsets of S as well as the hierarchy of all conjunctions of subsets of M. The point is to compute the first
hierarchy without having to compute the least common subsumer for all subsets of M, and the second hierarchy without having
to check all possible pairs of such conjunctions explicitly for subsumption. We will show that methods from formal concept
analysis developed for computing concept lattices can be employed for this purpose.
Biography
Franz Baader received his PhD in Computer Science in 1989 from the University
Erlangen-Nürnberg, Germany, where he was a teaching and research assistant for
4 years. In 1989, he went to the German Research Institute of Artificial
Intelligence (DFKI) as a senior researcher and project leader. From 1993 to 2001
he was associate professor for Theoretical Computer Science at the RWTH Aachen,
Germany. Since April 2001 he is full professor for Theoretical Computer Science at
TU Dresden, Germany. His research interests include knowledge representation (in
particular, description logics, nonmonotonic logics, and modal logics) and
automated deduction (in particular, unification theory, term rewriting systems,
and combination of decision procedures). He has been in the program committee of
many national and international conferences in the areas automated deduction,
artificial intelligence, knowledge representation, and logics, has organized many
international workshops, and is in the editorial board of several journals related
to AI and Logic in Computer Science. He has published about 100 refereed articles
in major journals and conferences.
ContactE-Mail: baader@tcs.inf.tu-dresden.de |
 |
|