Title :
Fast learning by weight estimation in complex valued MLPs
Author :
Arena, P. ; Fortuna, L. ; Muscato, G. ; Xibilia, M.G.
Author_Institution :
Istituto di Elettrotecnica ed Elettronica, Catania Univ., Italy
fDate :
30 Apr-3 May 1995
Abstract :
In the paper a strategy in order to decrease the learning time without affecting the learning efficiency for a complex valued Multi Layer Perceptron (CMLP) is proposed. The methodology makes use of auxiliary devices that enable one to predict the connections trend of the principal neural network whose learning phase is not damaged since the auxiliary devices run concurrently with it. A numerical example is reported which shows the suitability of the proposed approach
Keywords :
learning (artificial intelligence); multilayer perceptrons; auxiliary devices; complex valued MLPs; connections; learning; multi layer perceptron; neural network; weight estimation; Artificial neural networks; Convergence; Function approximation; Linear systems; Multidimensional signal processing; Network topology; Neural networks; Neurons; Phase modulation; Steady-state;
Conference_Titel :
Circuits and Systems, 1995. ISCAS '95., 1995 IEEE International Symposium on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-2570-2
DOI :
10.1109/ISCAS.1995.521561
