Article ID Journal Published Year Pages File Type
383509 Expert Systems with Applications 2015 7 Pages PDF
Abstract

•We present a method to compute the distribution of properties in three resources.•Other properties than taxonomic and parts can be learn from Wordnet glosses.•Corpora should be mainly used for learning quality properties.•Wikipedia should be used to extract logical statements than can be formalized in OWL.

The ontology learning from text lacks an initial evaluation of the property types present in the resource used in the learning task. We need a way to explore the distribution of property types before the actual ontology learning process. In this paper we propose three algorithms that help ontologists in the preliminary resource exploration. The algorithms are devised for Wordnet, generic corpora and Wikipedia. Minimal assumptions about the property types that can be extracted are made. The algorithms are tested with concepts belonging to five taxonomies. The distribution of property types for the extracted concepts is computed and reported.

Related Topics
Physical Sciences and Engineering Computer Science Artificial Intelligence
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