Author : H Gutfreund,G Toulouse
Publisher : World Scientific
Page : 868 pages
File Size : 52,9 Mb
Release : 1994-03-04
Category : Science
ISBN : 9789814504140
Biology and Computation: A Physicist's Choice by H Gutfreund,G Toulouse Pdf
This book provides a comprehensive review of the works in the rapidly evolving field of neural networks and brain studies. Its purpose is two-fold: to help physicists entering this field to get a broader view of the context of the domain, and to help scientists of other disciplines to reach a better understanding of the physicists' contributions within a context of perspectives they can relate to. Included in the volume are 68 carefully selected, high quality reprints to provide the volume with both breadth and depth. It is organized into 5 sections and 22 chapters, both the sections and chapters being preceded by introductory comments by the editors. Contents:Setting the Stage:Forewords; Introductory WarningsPhysics, Biology, ComputationComputer and Brain; Logic and StatisticsSome Perceptual Facts and IssuesBiological Concepts and Methods; Computational Goals and Means:Mental RepresentationsInformation Theory and PerceptionNeuroanatomyAspects of BiocomputationModes of Computation; Processing and Learning:Neural NetworksParallel AlgorithmsGeneralization; Learning a RuleEarly Sensory ProcessingNeural CodesBrain Areas, Circuits and Dynamics:Sensory and Motor PathwaysBridges between Psychophysics and PhysiologyStructures and Functions of Various Brain AreasRepresentations of Space in the BrainOscillations and SynchronyDebates and Speculations:Theory-Experiment InterplayRoles of RetroactivationComputational StrategiesLanguage and Consciousness Readership: Neuroscientists, physicists and biologists. keywords:Algorithms;Behaviour;Brain;Coding;Cognition;Computation;Learning;Memory;Mind;Neural Networks;Perception “This is a valuable collection of important reprints of articles related to neural computation, compiled and edited by two physicists who have made significant personal contributions to the statistical physics of neural networks and other complex strongly interacting many-body systems … The book represents a very valuable cultural cross-field collection to assist scientists in any one of the sub-disciplines of neural networks to appreciate the important aspects of the others. As such it has a clear place in the library of any institution where neuroscience is practiced, by scientists from whatever discipline.” Network: Computation in Neural Systems