This volume contains the proceedings of the 12th Italian Workshop on Neural Nets WIRN VIETRI-Ol, jointly organized by the International Institute for Advanced Scientific Studies "Eduardo R. Caianiello" (IIASS), the Societa Italiana Reti Neuroniche (SIREN), the IEEE NNC Italian RIG and the Italian SIG of the INNS. Following the tradition of previous years, we invited three foreign scientists to the workshop, Dr. G. Indiveri and Professors A. Roy and R. Sun, who respectively presented the lectures "Computation in Neuromorphic Analog VLSI Systems", "On Connectionism and Rule Extraction", "Beyond Simple Rule Extraction: Acquiring Planning Knowledge from Neural Networks" (the last two papers being part of the special session mentioned below). In addition, a review talk was presented, dealing with a very up-to-date topic: "NeuroJuzzy Approximator based on Mamdani's Model". A large part of the book contains original contributions approved by referees as oral or poster presentations, which have been assembled for reading convenience into three sections: Architectures and Algorithms, Image and Signal Processing, and Applications. The last part of the books contains the papers of the special Session "From Synapses to Rules". Our thanks go to Prof. B. Apolloni, who organized this section. Furthermore, two sections are dedicated to the memory of two great scientists who were friends in life, Professors Mark Aizerman and Eduardo R. Caianiello. The editors would like to thank the invited speakers, the review lecturers and all the contributors whose highly qualified papers helped with the success of the workshop.

Provides a state-of-the-art overview of research

Klappentext

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.

Inhalt
Section 1 - Invited Paper.- Computation in Neuromorphic Analog VLSI Systems.- Section 2 - Review Paper.- Neurofuzzy Approximator Based on Mamdani's Model.- Section 3 - Eduardo R. Caianiello Lecture.- Topics in Blind Signal Processing by Neural Networks.- Section 4 - Mark Aizerman Lecture.- Fuzzy Measures and the Choquet Integral for Group Multicriteria Decision Making.- Section 5 - Architectures and Algorithms.- Solving Min Vertex Cover with Iterated Hopfield Networks.- Recursive Processing of Directed Acyclic Graphs.- Detecting Uncertainty Regions for Characterizing Classification Problems.- Support Vector Machines for Uncertainty Region Detection.- A Learning Algorithm for Piecewise Linear Regression.- Specific Sequence Learning by an Adaptable Boolean Neural Network.- Node Relevance Determination.- Learning Distributed Representations of Relational Data Using Linear Relational Embedding.- Payoff-Monotonic Game Dynamics for the Maximum Clique Problem.- Phase Transitions in a Neural Model of Problem Solving.- A Cortical Architecture for the Binocular Perception of Motion-in-Depth.- Section 6 - Image and Signal Processing.- A Neural Network-Based Approach to System Identification for Whitening Interferometer Spectra.- A Neural Cursive Character Recognizer.- Optimal Parameters in Neural Network Models for Speech Phoneme Characterization.- Signal Classification Using Neural Networks.- Applying LSTM to Time Series Predictable Through Time-Window Approaches.- Standard Error Estimation in Neural Network Regression Models: The AR-Sieve Bootstrap Approach.- Fuzzy Connections in Realistic Real-Time Facial Amination.- Section 7 - Applications.- An Acoustic Passive Detector for Traffic Counts with Neural Networks.- A Fuzzy-G.M.D.H. Approach to V.a.R..- Self-Organizing Maps forContent-Based Music Clustering.- Development of a Fuzzy Logic Control for Dialysis Application.- Evaluation of Teaching Activity Through a Fuzzy System.- A Neural Solution to the Symbol Grounding Problem.- Hole Identification System in Conducting Plates by Using Wavelet Networks.- Neuro-Fuzzy Techniques to Estimate and Predict Atmospheric Pollutant Levels.- Section 8 - Special Session: From Synapses to Rules.- On Connectionism and Rule Extraction.- Beyond Simple Rule Extraction: Acquiring Planning Knowledge from Neural Networks.- Twisting Features with Properties.- Neural Nets and the Puzzle of Intentionality.- Where Thought Lives: Place or Palace?.- Author Index.