Title :
Uniform approximation and gamma networks
Author :
Sandberg, Irwin W. ; Xu, Lilian
Author_Institution :
Dept. of Electr. & Comput. Eng., Texas Univ., Austin, TX, USA
Abstract :
We briefly describe recent results concerning the approximation of nonlinear input-output maps, and show that for any single-variable shift-invariant causal uniformly-fading-memory map G there is a focused gamma network that approximates G uniformly arbitrarily well
Keywords :
approximation theory; content-addressable storage; neural nets; I/O maps; focused gamma network; neural networks; nonlinear input-output maps; single-variable shift-invariant causal uniformly-fading-memory map; uniform approximation; Control systems; Data preprocessing; Feedforward neural networks; Image processing; Multidimensional systems; Neural networks; Nonlinear control systems; Signal processing; Smoothing methods; Systems engineering and theory;
Conference_Titel :
Neural Networks,1997., International Conference on
Conference_Location :
Houston, TX
Print_ISBN :
0-7803-4122-8
DOI :
10.1109/ICNN.1997.616166
