USING A CLUSTERING ALGORITHM FOR DOMAIN RELATED ONTOLOGY CONSTRUCTION

Hongyan Yi; V. J. Rayward-Smith

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Paper

USING A CLUSTERING ALGORITHM FOR DOMAIN RELATED ONTOLOGY CONSTRUCTION

Topics: Decision Support Systems; Domain Analysis and Modeling; Knowledge Acquisition

In Proceedings of the International Conference on Knowledge Engineering and Ontology Development - Volume 0IC3K, 336-341, 2009 , Funchal - Madeira, Portugal

Authors: Hongyan Yi and V. J. Rayward-Smith

Affiliation: University of East Anglia, United Kingdom

Keyword(s): Ontology construction, Clustering, Taxonomy.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Decision Support Systems ; Domain Analysis and Modeling ; Knowledge Acquisition ; Knowledge Engineering and Ontology Development ; Knowledge-Based Systems ; Symbolic Systems

Abstract: Fisher’s clustering algorithm is exploited to build a cluster hierarchy. Then this methodology is used to automatically generate the taxonomies of the nominal attribute values for a real world database. An ontology for a specific analysis task is finally constructed, which reflects some interesting behaviour of real data. Although this semi-automatically constructed ontology may be different from the widely accepted one for the same domain, it may indicate the true character of the data from the statistical point of view and have a semantic interpretation as well as being more suitable for the specific data mining application.

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Paper citation in several formats:

Yi, H. and J. Rayward-Smith, V. (2009). USING A CLUSTERING ALGORITHM FOR DOMAIN RELATED ONTOLOGY CONSTRUCTION. In Proceedings of the International Conference on Knowledge Engineering and Ontology Development (IC3K 2009) - KEOD; ISBN 978-989-674-012-2; ISSN 2184-3228, SciTePress, pages 336-341. DOI: 10.5220/0002331803360341

@conference{keod09,
author={Hongyan Yi. and V. {J. Rayward{-}Smith}.},
title={USING A CLUSTERING ALGORITHM FOR DOMAIN RELATED ONTOLOGY CONSTRUCTION},
booktitle={Proceedings of the International Conference on Knowledge Engineering and Ontology Development (IC3K 2009) - KEOD},
year={2009},
pages={336-341},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002331803360341},
isbn={978-989-674-012-2},
issn={2184-3228},
}

TY - CONF

JO - Proceedings of the International Conference on Knowledge Engineering and Ontology Development (IC3K 2009) - KEOD
TI - USING A CLUSTERING ALGORITHM FOR DOMAIN RELATED ONTOLOGY CONSTRUCTION
SN - 978-989-674-012-2
IS - 2184-3228
AU - Yi, H.
AU - J. Rayward-Smith, V.
PY - 2009
SP - 336
EP - 341
DO - 10.5220/0002331803360341
PB - SciTePress