The Meaningful Fractal Fuzzy Dimension applied to the design of self organizing maps
This paper presents the principal results of a detailed study about the use of the meaningful fractal fuzzy dimension measure in the problem in determining adequately the topological dimension of output space of a self-organizing map. This fractal measure is conceived by combining the fractals theor...
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Format: | Tagungsbericht |
Sprache: | eng |
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Zusammenfassung: | This paper presents the principal results of a detailed study about the use of the meaningful fractal fuzzy dimension measure in the problem in determining adequately the topological dimension of output space of a self-organizing map. This fractal measure is conceived by combining the fractals theory and fuzzy approximate reasoning. In this work this measure was applied on the dataset in order to obtain a priori knowledge, which is used to support the decision making about the SOM output space design. Several maps were designed with this approach and their evaluations are discussed here. |
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ISSN: | 2161-4393 1522-4899 2161-4407 |
DOI: | 10.1109/IJCNN.2008.4633964 |