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2019 | OriginalPaper | Buchkapitel

A Parallel Fuzzy Filter Network for Pattern Recognition

verfasst von : Balazs Tusor, Annamária R. Várkonyi-Kóczy, József Bukor

Erschienen in: Recent Advances in Technology Research and Education

Verlag: Springer International Publishing

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Abstract

Nowadays, parallelization is an increasingly popular tool to speed up algorithms. Data classification is one of the many fields of computer science that can take significant advantage of that. In this paper, a parallel implementation of Fuzzy RBF based filters are proposed for pattern recognition problems. It realizes a simple pattern matching by using the radial basis functions for proximity detection, then simply choosing the class or label associated to the pattern as output. The classifier has the advantage of being very simple to implement, to train and to modify the obtained knowledge. With the parallel computing improvement, the speed of both the training and evaluation phase are significantly increased compared to the sequential implementation.

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Metadaten
Titel
A Parallel Fuzzy Filter Network for Pattern Recognition
verfasst von
Balazs Tusor
Annamária R. Várkonyi-Kóczy
József Bukor
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-319-99834-3_36