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Research On The Method Of Determining Semantic Similarity Oriented Ontology Mapping

Posted on:2008-09-06Degree:MasterType:Thesis
Country:ChinaCandidate:F H DongFull Text:PDF
GTID:2178360242998796Subject:Management Science and Engineering
Abstract/Summary:PDF Full Text Request
Semantic Web is a good way to solve the problem that the current Web can't process the massive information automatically .Ontology is the base of the Semantic Web because it is a good method of conceptualization of the domain knowledge .The distribution of the Web makes that different users develop their own ontologies according to their requirement .The content of these ontologies is overlapped or related in their semantic,but the description language and the model are different ,so the ontology heterogeneous has generated .Ontology mapping can solved the problem well. And in the process of ontology mapping ,determining the similarity of the concepts across different ontologies is the key.The Triple Matching Distance Model(MD3) is a typical method to determine the similarity of concepts from different ontologies .The model is on the basis of ontology's representations ,to determining the similarity from three facets: (1) lexicon matching, (2) feature matching, and (3)semantic-neighborhood matching .The global similarity is then a weighted sum of the similarity of each component. MD3 model is a good method, but it has some shortcomings.On the basis of analysis to the MD3 model, taking into account the influence of non_hiberarchy relations among concepts and the instances of concepts, the paper has proposed the MD4 model .On the basis of the MD4 model, we have proposed the ontology mapping mechanism ,designed the flow of ontology mapping ,and implemented the arithmetic of ontology mapping , and then have built the experiment flat of ontology mapping .Tree groups experiment results show that MD4 model is better in the recall and precision than the MD3 model in the same condition .With the development of the ontology, it is true that the advantages of the MD4 model will be found in the near future.
Keywords/Search Tags:Semantic WEB, Ontology, Ontology mapping, Semantic similarity, The Triple Matching Distance Model, Fourfold Matching Distance Model
PDF Full Text Request
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