MULTIPLE KERNEL LEARNING FOR ONTOLOGY INSTANCE MATCHING

Diego Ardila; José Abasolo; Fernando Lozano

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Paper

MULTIPLE KERNEL LEARNING FOR ONTOLOGY INSTANCE MATCHING

Topics: Ontology Matching and Alignment

In Proceedings of the International Conference on Knowledge Engineering and Ontology Development - Volume 0IC3K, 311-318, 2010 , Valencia, Spain

Authors: Diego Ardila ; José Abasolo and Fernando Lozano

Affiliation: Universidad de los Andes, Colombia

Keyword(s): Ontology instance matching, Similarity measure combination, Multiple kernel learning, Indefinite kernels.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Knowledge Engineering and Ontology Development ; Knowledge-Based Systems ; Ontology Matching and Alignment ; Symbolic Systems

Abstract: This paper proposes to apply Multiple Kernel Learning and Indefinite Kernels (IK) to combine and tune Similarity Measures within the context of Ontology Instance Matching. We explain why MKL can be used in parameter selection and similarity measure combination; argue that IK theory is required in order to use MKL within this context; propose a configuration that makes use of both concepts; and present, using the IIMB bechmark, results of a prototype to show the feasibility of this idea in comparison with other matching tools.

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Paper citation in several formats:

Ardila, D.; Abasolo, J. and Lozano, F. (2010). MULTIPLE KERNEL LEARNING FOR ONTOLOGY INSTANCE MATCHING. In Proceedings of the International Conference on Knowledge Engineering and Ontology Development (IC3K 2010) - KEOD; ISBN 978-989-8425-29-4; ISSN 2184-3228, SciTePress, pages 311-318. DOI: 10.5220/0003117403110318

@conference{keod10,
author={Diego Ardila. and José Abasolo. and Fernando Lozano.},
title={MULTIPLE KERNEL LEARNING FOR ONTOLOGY INSTANCE MATCHING},
booktitle={Proceedings of the International Conference on Knowledge Engineering and Ontology Development (IC3K 2010) - KEOD},
year={2010},
pages={311-318},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003117403110318},
isbn={978-989-8425-29-4},
issn={2184-3228},
}

TY - CONF

JO - Proceedings of the International Conference on Knowledge Engineering and Ontology Development (IC3K 2010) - KEOD
TI - MULTIPLE KERNEL LEARNING FOR ONTOLOGY INSTANCE MATCHING
SN - 978-989-8425-29-4
IS - 2184-3228
AU - Ardila, D.
AU - Abasolo, J.
AU - Lozano, F.
PY - 2010
SP - 311
EP - 318
DO - 10.5220/0003117403110318
PB - SciTePress