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This volume is the first diverse and comprehensive treatment of algorithms and architectures for the realization of neural network systems. It presents techniques and diverse methods in numerous areas of this broad subject. The book covers major neural network systems structures for achieving effective systems, and illustrates them with examples.This volume includes Radial Basis Function networks, the Expand-and-Truncate Learning algorithm for the synthesis of Three-Layer Threshold Networks, weight initialization, fast and efficient variants of Hamming and Hopfield neural networks, discret

Neural networks (Computer science) --- Computer architecture. --- Architecture, Computer --- Artificial neural networks --- Nets, Neural (Computer science) --- Networks, Neural (Computer science) --- Neural nets (Computer science) --- Artificial intelligence --- Natural computation --- Soft computing --- Réseaux neuronaux (informatique) --- Réseaux neuronaux (informatique)

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"Artificial neural networks are nonlinear mapping systems whose structure is loosely based on principles observed in the nervous systems of humans and animals. The basic idea is that massive systems of simple units linked together in appropriate ways can generate many complex and interesting behaviors. This book focuses on the subset of feedforward artificial neural networks called multilayer perceptions (MLP). These are the most widely used neural networks, with applications as diverse as finance (forecasting), manufacturing (process control), and science (speech and image recognition)." "This book presents an extensive and practical overview of almost every aspect of MLP methodology, progressing from an initial discussion of what MLPs are and how they might be used to an in-depth examination of technical factors affecting performance. The book can be used as a tool kit by readers interested in applying networks to specific problems, yet it also presents theory and references outlining the last ten years of MLP research."--Jacket.

Artificial intelligence. Robotics. Simulation. Graphics --- Neural networks (Computer science) --- Artificial neural networks --- Nets, Neural (Computer science) --- Networks, Neural (Computer science) --- Neural nets (Computer science) --- Artificial intelligence --- Natural computation --- Soft computing --- Computer Science --- Engineering & Applied Sciences --- Neural networks (Computer science). --- Réseaux neuronaux (informatique) --- COMPUTER SCIENCE/Machine Learning & Neural Networks --- Réseaux neuronaux (informatique)

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Image Processing and Pattern Recognition covers major applications in the field, including optical character recognition, speech classification, medical imaging, paper currency recognition, classification reliability techniques, and sensor technology. The text emphasizes algorithms and architectures for achieving practical and effective systems, and presents many examples. Practitioners, researchers, and students in computer science, electrical engineering, andradiology, as well as those working at financial institutions, will value this unique and authoritative reference to diverse app

Image processing --- Pattern recognition systems. --- Pattern classification systems --- Pattern recognition computers --- Pattern perception --- Computer vision --- Digital image processing --- Digital electronics --- Digital techniques. --- Neural networks (Computer science) --- Réseaux neuronaux (Informatique) --- Pattern recognition systems --- Traitement d'images --- Reconnaissance des formes (Informatique) --- Digital techniques --- Techniques numériques

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Neural computers --- Neural networks (Computer science) --- Neural networks (Neurobiology) --- Nerve Net --- Nervous System --- Ordinateurs neuronaux --- Réseaux neuronaux (Informatique) --- Réseaux neuronaux (Neurobiologie) --- Périodiques. --- Neural net computers --- Neural network computers --- Neurocomputers --- Nervous Systems --- System, Nervous --- Systems, Nervous --- Biological neural networks --- Nets, Neural (Neurobiology) --- Networks, Neural (Neurobiology) --- Neural nets (Neurobiology) --- Nerve Net. --- Nervous System. --- Neural Networks (Anatomic) --- Nerve Nets --- Net, Nerve --- Nets, Nerve --- Network, Neural (Anatomic) --- Networks, Neural (Anatomic) --- Neural Network (Anatomic) --- Electronic digital computers --- Natural computation --- Artificial intelligence --- Cognitive neuroscience --- Neurobiology --- Neural circuitry