Neurocomputing: Algorithms, Architectures and Applications: 68 (NATO ASI Subseries F:) - Tapa blanda

 
9783642761553: Neurocomputing: Algorithms, Architectures and Applications: 68 (NATO ASI Subseries F:)

Sinopsis

This collection of papers is an up-to-date introduction to the field of neural networks. It covers neural network algorithms, neural architectures, applications in speech and image processing and models in neurobiology.

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Reseña del editor

This volume contains the collected papers of the NATO Conference on Neurocomputing, held in Les Arcs in February 1989. For many of us, this conference was reminiscent of another NATO Conference, in 1985, on Disordered Systems [1], which was the first conference on neural nets to be held in France. To some of the participants that conference opened, in a way, the field of neurocomputing (somewhat exotic at that time!) and also allowed for many future fruitful contacts. Since then, the field of neurocomputing has very much evolved and its audience has increased so widely that meetings in the US have often gathered more than 2000 participants. However, the NATO workshops have a distinct atmosphere of free discussions and time for exchange, and so, in 1988, we decided to go for another session. This was an ~casion for me and some of the early birds of the 1985 conference to realize how much, and how little too, the field had matured.

Reseña del editor

This volume contains the collected papers of the NATO Advanced Research Workshop on neurocomputing held in Les Arcs in February 1989. Various fields in neurocomputing are covered, including: - new or improved neural network algorithms: product units, recurrent multilayer networks, Boltzmann machines, Kohonen maps, growth algorithms; - topics in neural architectures: VLSI circuits, VLSI neurons, dedicated processors; - applications in speech processing: coding, link with hidden Markov Models (HMM), recognition, compression; - applications in image processing: recognition of digits, wind maps, mammographic images, compression; - models in neurobiology: cortical columns, posture, movement coordination. The book can be read at various levels. Newcomers will find in it a useful introduction to the field through the major papers, by leading scientists, and the collected bibliography at the end of the volume. Specialists will learn about some of the more advanced applications, architectures, chip designs and new algorithms. The book will interest all neural network scientists who wish to know what is happening in Europe.

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