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» Functional preprocessing for multilayer perceptrons
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CORR
2006
Springer
102views Education» more  CORR 2006»
13 years 5 months ago
Theoretical Properties of Projection Based Multilayer Perceptrons with Functional Inputs
Many real world data are sampled functions. As shown by Functional Data Analysis (FDA) methods, spectra, time series, images, gesture recognition data, etc. can be processed more e...
Fabrice Rossi, Brieuc Conan-Guez
IJON
2000
68views more  IJON 2000»
13 years 4 months ago
Empirical transfer function determination by the use of multilayer perceptron
Fouad Badran, Michel Crépon, Carlos Mejia, ...
TNN
2008
112views more  TNN 2008»
13 years 4 months ago
Multilayer Perceptrons: Approximation Order and Necessary Number of Hidden Units
Abstract--This paper considers the approximation of sufficiently smooth multivariable functions with a multilayer perceptron (MLP). For a given approximation order explicit formula...
S. Trenn
NCA
2006
IEEE
13 years 4 months ago
Evolutionary training of hardware realizable multilayer perceptrons
The use of multilayer perceptrons (MLP) with threshold functions (binary step function activations) greatly reduces the complexity of the hardware implementation of neural networks...
Vassilis P. Plagianakos, George D. Magoulas, Micha...
TNN
1998
99views more  TNN 1998»
13 years 4 months ago
Comments on local minima free conditions in multilayer perceptrons
—In this letter we point out that multilayer neural networks (MLP’s) with either sigmoidal units or radial basis functions can be given a canonical form with positive interunit...
Marco Gori, Ah Chung Tsoi