[1] Wen Guihua, Jiang Lijun,. Ontological similarity network reasoning framework [J]. Journal of Southeast University (English Edition), 2006, 22 (3): 394-398. [doi:10.3969/j.issn.1003-7985.2006.03.022]

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Ontological similarity network reasoning framework()

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Journal of Southeast University (English Edition)[ISSN:1003-7985/CN:32-1325/N]

Volumn:

22

Issue:

2006 3

Page:

394-398

Research Field:

Computer Science and Engineering

Publishing date:

2006-09-30

Info

Title:

Ontological similarity network reasoning framework

Author(s):

Wen Guihua;  Jiang Lijun

School of Computer Science and Engineering, South China University of Technology, Guangzhou 510641, China

Keywords:

ontology;  similarity network-based reasoning;  graph algebra;  integration framework

PACS:

TP393.1

DOI:

10.3969/j.issn.1003-7985.2006.03.022

Abstract:

To properly compute the ontological similarity, an ontological similarity network-based reasoning framework is proposed.It structurally integrates extension-based approach, intension-based approach, the similarity network-based reasoning to exploit the implicit similarity, and the feedback from the context to validate the similarity measures.A new similarity measure is also presented to construct concept similarity network, which scales the similarity using the relative depth of the least common super-concept between any two concepts.Subsequently, the graph theory, instead of predefined knowledge rules, is applied to perform the similarity network-based reasoning such that the knowledge acquisition can be avoided.The framework has been applied to text categorization and visualization of high dimensional data.Theory analysis and the experimental results validate the proposed framework.

References:

[1] Egenhofer M J, Rodriguez M A.Determining semantic similarity among entity classes from different ontologies [J].IEEE Transactions on Knowledge and Data Engineering, 2003, 15(2):442-456.
[2] Ehrig M, Sure Y.Ontology mapping—an integrated approach[A].In:Proc of the First European Semantic Web Symposium[C].Heraklion, Greece, 2004.76-91.
[3] Bandar Z A, Mclean D, Li Y.An approach for measuring semantic similarity between words using multiple information sources[J].IEEE Transactions on Knowledge and Data Engineering, 2003, 15(4):871-882.
[4] Andreasen H, Knappe T, Bulskov R.Similarity graphs[A].In:Proc of the 14th International Symposium on Methodologies for Intelligent Systems [C].Maebashi, Japan, 2003.668-672.
[5] Doan A, Madhaven J, Dhamankar R, et al.Learning to match ontologies on the semantic web [J].The International Journal on Very Large Data Bases, 2003, 12(4):303-319.
[6] Maedche A, Staab S.Measuring similarity between ontologies [A].In:Proc of the 13th International Conference on Knowledge Engineering and Knowledge Management: Ontologies and the Semantic Web[C].Siguenza, Spain, 2002.251-263.
[7] Molina H G, Widom J, Ganesan P.Exploiting hierarchical domain structure to compute similarity [J].ACM Transactions on Information Systems, 2003, 21(1):64-93.
[8] Sun J, Yuan S T.Ontology-based structured cosine similarity in document summarization:With applications to mobile audio-based knowledge management [J].IEEE Transactions on Systems, Man, and Cybernetics, Part B:Cybernetics, 2005, 35(5):1028-1040.
[9] Hefke M, Ehrig M, Haase P et al.Similarity for ontology-a comprehensive framework[A].In:Workshop Enterprise Modeling and Ontology:Ingredients for Interoperability[C].Vienna, Austria, 2004.27-34.
[10] Tenenbaum J B, Silva V, Langford J C.A global geometric framework for nonlinear dimensionality reduction [J].Science, 2000, 290(5500):2319-2323.
[11] Wen Guihua.Rotating dynamics for computational creativity [M].Beijing:National Defence Industry Press, 2005.(in Chinese)

Memo

Memo:

Biography: Wen Guihua(1968—), doctor, associate professor, crghwen@scut.edu.cn.

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