Methodology and application of artificial neural networks in structure-acti
vity relationships are reviewed focusing on the most frequently used three-
layer feedforward back-propagation procedure. Two applications of neural ne
tworks are presented and a comparison of the performance with those of CoMF
A and a classical QSAR analysis is also discussed. (C) 1999 John Wiley & So
ns, Inc.