论文信息 - Linguistic interpretation of self-organizing maps

Linguistic interpretation of self-organizing maps

An unconventional interpretation of Kohonen self-organizing maps is presented. It employs linguistic variables and mechanisms of fuzzy decision theory to quantitatively reveal pattern structure in the map following self-organization. A simple example of pattern clustering is provided.<<ETX>>

H. C. Card | W. Pedrycz | W. Pedrycz | H. Card

[1] Teuvo Kohonen,et al. The self-organizing map , 1990 .

[2] G H Ball,et al. A clustering technique for summarizing multivariate data. , 1967, Behavioral science.

[3] Lotfi A. Zadeh,et al. Fuzzy sets and information granularity , 1996 .

[4] Richard Bellman,et al. Decision-making in fuzzy environment , 2012 .

[5] Teuvo Kohonen,et al. Self-organized formation of topologically correct feature maps , 2004, Biological Cybernetics.

[6] Teuvo Kohonen,et al. An introduction to neural computing , 1988, Neural Networks.

[7] James C. Bezdek,et al. Pattern Recognition with Fuzzy Objective Function Algorithms , 1981, Advanced Applications in Pattern Recognition.

[8] Witold Pedrycz,et al. Selected issues of frame of knowledge representation realized by means of linguistic labels , 1992, Int. J. Intell. Syst..

[9] Richard O. Duda,et al. Pattern classification and scene analysis , 1974, A Wiley-Interscience publication.

[10] Witold Pedrycz,et al. Fuzzy set framework for development of a perception perspective , 1990 .

[11] Witold Pedrycz,et al. A fuzzy cognitive structure for pattern recognition , 1989, Pattern Recognit. Lett..

[12] Witold Pedrycz,et al. Fuzzy sets in pattern recognition: Methodology and methods , 1990, Pattern Recognit..

[13] Teuvo Kohonen,et al. Self-Organization and Associative Memory, Third Edition , 1989, Springer Series in Information Sciences.