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2006

Automated Generalization of Fuzzy Concept Hierarchies for Attribute-Oriented Induction Purposes

13 years 5 months ago
Automated Generalization of Fuzzy Concept Hierarchies for Attribute-Oriented Induction Purposes
This paper presents an approach to produce generalization candidates for a concept hierarchy without the necessity of being an expert in the domain to be generalized and its application to the summarization of large descriptive data sets. Through the use of ontologies, a set of terms can be cally generalized into the next abstract level in a concept hierarchy. A new approach for the extraction of y abstract generalizations of provided terms from ontologies, and for unsupervised construction of a fuzzy concept hierarchy for attributeoriented purposes will be presented. The algorithm presented is a proofofconcept type and it will be followed by future research. KEY WORDS Attributeoriented induction, data mining, ontology, fuzzy concept hierarchy, WordNet
Jacob Dolan, Rafal A. Angryk
Added 30 Oct 2010
Updated 30 Oct 2010
Type Conference
Year 2006
Where DBA
Authors Jacob Dolan, Rafal A. Angryk
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