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Universal Approximators.
This article surveys recent developments in the mathematical theory of feedforward networks and includes proofs of the universal approximation capabilities of rates of approximation and description of sets of multivariable ...
BA - Obecná matematika
- 2002 •
- C
Rok uplatnění
C - Kapitola v odborné knize
Normal Forms for fuzzy relations and their contribution to universal approximation
. It is proved that inf inite normal forms are universal representation formulas whereas finite normal forms are universal approximation formulas for extensional functions. The estimation of the quality of approximation...
BD - Teorie informace
- 2002 •
- D
Rok uplatnění
D - Stať ve sborníku
Fuzzy Transforms and Universal Approximation
The technique of direct and inverse F-transforms is introduced and approximating properties of the inverse F-transform are established.
BA - Obecná matematika
- 2003 •
- D
Rok uplatnění
D - Stať ve sborníku
Universality and Complexity of Approximation of Multivariable Functions by Feedforward Networks.
A theoretical framework for investigation of approximation capabilities of feed-forward networks is presented in the context of nonlinear approximation theory. Some recent results of universal approximation propert...
BA - Obecná matematika
- 2002 •
- D
Rok uplatnění
D - Stať ve sborníku
Kernel Networks for Function Approximation
Capabilities of radial convolution kernel networks to approximate multivariate functions are investigated. A necessary condition for universal approximation property of convolution kernel networks is given. Kernels that sat...
IN - Informatika
- 2016 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Characterization and approximate representation of extensional fuzzy relations
Two types of normal forms are introduced for fuzzy relations. It is proved that both normal forms are universal approximation formulas for extensional fuzzy relations. The quality of approximation is shown and the role of g...
BA - Obecná matematika
- 2004 •
- Jx
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Universal approximation propriety of Flexible Beta Basis Function Neural Tree
In this paper, the universal approximation propriety is proved for the Flexible Beta Basis Function Neural Tree (FBBFNT) model. This model is a tree-encoding method for designing Beta basis function neural network. The performance o...
IN - Informatika
- 2014 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Normal Forms in BL-algebra of functions and their contribution to universal approximation
. It is proved that inf inite normal forms are universal representation formulas whereas finite normal forms are universal approximation formulas for any $L$-valued functionThis paper continues the investigation of appr...
BA - Obecná matematika
- 2004 •
- Jx
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Normal Forms for Fuzzy Relations and their Contribution to Universal Approximation
. It is proved that inf inite normal forms are universal representation formulas whereas finite normal forms are universal approximation formulas for extensional functions. The estimation of the quality of approximation...
BA - Obecná matematika
- 2003 •
- C
Rok uplatnění
C - Kapitola v odborné knize
V-shaped neurons in hidden layer of ANN universal approximator without flat domains
A three-layer perceptron ANN is designed to avoid difficulties during learning process. The resulting V-shaped Artificial Neural Network has universal approximation property and its learning is based on the minimization of least squ...
JD - Využití počítačů, robotika a její aplikace
- 2016 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
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