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This book contains the proceedings of the 12th Italian workshop on neural nets which was held in Salerno, Italy from 17-19 May 2001. Bringing together the very best research and development from the scientific community, it provides in-depth analyses of topics in the areas of Architectures and Algorithms, Image and Signal Processing, and Applications.Of particular interest are the following:Invited lectures on: Computation in Neuromorphic Analog VLSI Systems; On Connectionism and Rule Extraction; and Beyond Simple Rule Extraction: Acquiring Planning Knowledge from Neural Networks;A review talk on: Neurofuzzy Approximator Based on Mamdani's Model;Papers from a special session on: From Synapses to Rules.This volume provides a state-of-the-art overview of current research and will be of interest to graduate and postgraduate students and researchers in the fields of computer science; engineering; physics and mathematics.