Title :
Analysis of effects of quantisation in multilayer neural networks using statistical model
Author :
Xie, Yingtao ; Jabri, Mohamed Ali
Author_Institution :
Sch. of Electr. Eng., Sydney Univ., NSW, Australia
fDate :
6/20/1991 12:00:00 AM
Abstract :
A statistical quantisation model is used to analyse the effects of quantisation when digital techniques are used to implement a real-valued feedforward multilayer neural network. A measurement of the degradation of performance of the network is derived following some assumptions. The newly defined ´effective nonlinearity coefficient´ plays an important role in the study.
Keywords :
neural nets; statistical analysis; digital techniques; effective nonlinearity coefficient; multilayer neural networks; real-valued feedforward; statistical quantisation model;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:19910745
