Fuzzy Relational Clustering Based on Knowledge Mesh and its Application

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Abstract:

A selection method of knowledge meshes based on fuzzy relational clustering is proposed. Considering the perfection degree, the matching degree among knowledge meshes and the level frame of knowledge mesh, the similarity function is defined. Its properties are proved. The similarity values between knowledge meshes are regarded as clustering data. The fuzzy relational matrix is constructed and decomposed. The knowledge meshes with high membership in each class are regarded as referenced knowledge meshes. Or the knowledge meshes in the class are further chosen according to users needs. Finally the example shows that the method is effective.

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209-214

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September 2013

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© 2013 Trans Tech Publications Ltd. All Rights Reserved

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[1] H. S. Yan, F. Liu. Knowledgeable manufacturing system a new kind of advanced manufacturing system. Computer Integrated Manufacturing Systems, 7(2001) 7-11.

Google Scholar

[2] H. S. Yan. A new complicated-knowledge representation approach based on knowledge meshes. IEEE Transactions on Knowledge and Data Engineering, 18(2006) 47-62.

DOI: 10.1109/tkde.2006.2

Google Scholar

[3] J. C. Bezdek. Pattern recognition with fuzzy objective function algorithm. New York, Plenum Press, (1982).

Google Scholar

[4] J. Abonyi, F. Szeifert. Supervised fuzzy clustering for the identification of fuzzy classifiers. Pattern Recognition Letters, 24(2003) 2195-2207.

DOI: 10.1016/s0167-8655(03)00047-3

Google Scholar

[5] T. A. Runkler , J. C. Bezdek. Web mining with relational clustering. Journal of Approximate Reasoning, 32(2003) 217-236.

DOI: 10.1016/s0888-613x(02)00084-1

Google Scholar

[6] H. B. Shen, S. T. Wang, X. J. Wu. Fuzzy kernel clustering with outliers. Journal of Software, 15(2004) 1021-1029.

Google Scholar

[7] H. Shen, Y. L. Chen. Applying fuzzy neural network classifier to knowledge management in enterprise modeling. Systems Engineering Theory & Practice, 11(2003) 1-7.

Google Scholar