NEURAL NETWORKS WITH ROBUST BACKPROPAGATION LEARNING ALGORITHM

Authors
WALCZAK B
Citation
B. Walczak, NEURAL NETWORKS WITH ROBUST BACKPROPAGATION LEARNING ALGORITHM, Analytica chimica acta, 322(1-2), 1996, pp. 21-29
Citations number
26
Categorie Soggetti
Chemistry Analytical
Journal title
Analytica chimica acta → ACNP
ISSN journal
00032670
Volume
322
Issue
1-2
Year of publication
1996
Pages
21 - 29
Database
ISI
SICI code
0003-2670(1996)322:1-2<21:NNWRBL>2.0.ZU;2-N
Abstract
A robust error suppressor function, which is independent of the underl ying probability density function and convenient for computer programs ,is proposed to robustify the backpropagation learning algorithm of mu ltilayer feedforward networks. Its performance is studied for simulate d data sets.