Focused categorization power of ontologies: General framework and study on simple existential concept expressions

Author:

Svátek Vojtěch1,Zamazal Ondřej1,Nguyen Viet Bach1,Ivánek Jiří1,Kľuka Ján2,Vacura Miroslav13

Affiliation:

1. Department of Information and Knowledge Engineering, Prague University of Economics and Business, Nám. W. Churchilla 4, 130 67 Praha 3, Czech Republic

2. Department of Applied Informatics, Comenius University in Bratislava, Mlynská dolina, 842 48 Bratislava, Slovakia

3. Department of Philosophy, Prague University of Economics and Business, Nám. W. Churchilla 4, 130 67 Praha 3, Czech Republic

Abstract

When reusing existing ontologies for publishing a dataset in RDF (or developing a new ontology), preference may be given to those providing extensive subcategorization for important classes (denoted as focus classes). The subcategories may consist not only of named classes but also of compound class expressions. We define the notion of focused categorization power of a given ontology, with respect to a focus class and a concept expression language, as the (estimated) weighted count of the categories that can be built from the ontology’s signature, conform to the language, and are subsumed by the focus class. For the sake of tractable initial experiments we then formulate a restricted concept expression language based on existential restrictions, and heuristically map it to syntactic patterns over ontology axioms (so-called FCE patterns). The characteristics of the chosen concept expression language and associated FCE patterns are investigated using three different empirical sources derived from ontology collections: first, the concept expression pattern frequency in class definitions; second, the occurrence of FCE patterns in the Tbox of ontologies; and last, for class expressions generated from the Tbox of ontologies (through the FCE patterns); their ‘meaningfulness’ was assessed by different groups of users, yielding a ‘quality ordering’ of the concept expression patterns. The complementary analyses are then compared and summarized. To allow for further experimentation, a web-based prototype was also implemented, which covers the whole process of ontology reuse from keyword-based ontology search through the FCP computation to the selection of ontologies and their enrichment with new concepts built from compound expressions.

Publisher

IOS Press

Subject

Computer Networks and Communications,Computer Science Applications,Information Systems

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