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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Hauptverfasser: Peres, S.M., de A. Netto, M.L.
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.
ISSN:2161-4393
1522-4899
2161-4407
DOI:10.1109/IJCNN.2008.4633964