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This text seeks to describe the types of computation that can be performed by biologically plausible neural networks, and to show how these may be implemented in different systems in the brain. Suitable for researchers, graduate students and advanced undergraduates in the fields of neuroscience and artificial intelligence, this is an accessible introduction to the problems of how the brain works and how our behaviour is produced.
Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.
The aim of this book is to describe the types of computation that can be performed by biologically plausible neural networks, and to show how these may be implemented in different systems in the brain. Neural Networks and Brain Function is structured in three sections, each of which addresses a different need in the market. The first section introduces and describes the operation of several fundamental types of neural network. The second section describes real neural networks in several brain systems, and shows how it is becoming possible to construct theories about how some parts of the brain work; it also provides an indication of the different neuroscience and neurocomputation techniques that will need to be combined to ensure further rapid progress in understanding how parts of the brain work. The third section, a collection of appendices, introduces the more formal quantitative approaches to many of the networks described. This is a clearly written and thoughtfully structured introduction to a fascinating and complex field of neuroscience. It will be a key text for researchers, graduate students and advanced undergraduates in the field, particularly for those without a background in computer science.
Edmund T. Rolls is in the Department of Experimental Psychology, University of Oxford. Alessandro Treves is at International School of Advanced Studies, Cognitive Neuroscience Division, Trieste.
Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.
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