• Jul 03, 2017 News!Good News! Since 2017, IJMLC has been indexed by Scopus!
  • Nov 14, 2017 News!Vol.7, No.5 has been published with online version.   [Click]
  • Aug 15, 2017 News![CFP] 2017 the annual meeting of IJMLC Editorial Board, ACMLC 2017, will be held in Singapore, December 8-10, 2017   [Click]
Search
General Information
Editor-in-chief
Dr. Lin Huang
Metropolitan State University of Denver, USA
It's my honor to take on the position of editor in chief of IJMLC. We encourage authors to submit papers concerning any branch of machine learning and computing.
IJMLC 2012 Vol.2(2): 107-112 ISSN: 2010-3700
DOI: 10.7763/IJMLC.2012.V2.97

Ontology Similarity Measure and Ontology Mapping via Learning Optimization Similarity Function

Yun Gao and Wei Gao

Abstract—Ontology similarity calculation and ontology mapping are important research topics in information retrieval. By learning optimization similarity function, we propose the new algorithm for ontology similarity measure and ontology mapping. The stability of ontology algorithms is studied by adopting a strategy which adjusts the sample set by deleting one or two element from it. Relationship between uniform loss stability and uniform score stability is investigated. A sufficient condition for uniform score stability is given. The result of our work shows that if for any (v,v’) ∈V×V, a kernel function K((v,v’), (v,v’)) has a limited upper bound, then the ontology algorithm which minimizes the regularization empirical l-error will have good uniform score stability. Also, two experiments results show that the proposed algorithm has high accuracy and efficiency for similarity calculation and ontology mapping.

Index Terms—Ontology, similarity calculation, ontology mapping.

Yun Gao is with the Department of Editorial, Yunnan Normal University, Kunming, Yunnan, China. (E-mail: gy64gy@sina.com).
Wei Gao is with the Department of Information, Yunnan Normal University, Kunming, Yunnan, China. Also he is PhD student in the Department of Mathematics, Soochow University, Suzhou, Jiangsu, China (E-mail: gaowei@ynnu.edu.cn).

[PDF]

Cite: Yun Gao and Wei Gao, "Ontology Similarity Measure and Ontology Mapping via Learning Optimization Similarity Function," International Journal of Machine Learning and Computing vol. 2, no. 2, pp. 107-112, 2012.

Copyright © 2008-2015. International Journal of Machine Learning and Computing. All rights reserved.
E-mail: ijmlc@ejournal.net