An Introduction to Neural Networks
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An Introduction to Neural Networks: (Bradford Books)

An Introduction to Neural Networks: (Bradford Books)


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About the Book

Based on notes that have been class-tested for more than a decade, this text is aimed at cognitive science and neuroscience students who need to understand brain function in terms of computational modelling and at engineers who want to go beyond formal algorithms to applications and computing strategies. It offers an approach networks from a broad neuroscience and cognitive science perspective, with an emphasis on the biology and psychology behind the assumptions of the models, as well as on what the models might be used for. It describes the mathematical and computational tools needed and provides an account of the author's own ideas. Students learn how to teach arithmetic to a neural network and get a short course on linear associative memory and adaptive maps. They are introduced to the author's brain-state-in-a-box (BSB) model and are provided with some of the neurobiological background necessary for a firm grasp of the general subject.

Table of Contents:
Properties of single neurons; synaptic integration and neuron models; essential vector operations; lateral inhibition and sensory processing; simple matrix operations; the linear associator - background and foundations; the linear associator - simulations; early network models - the perceptron; gradient descent algorithms; representation of information; applications of simple associators - concept formation and object motion; energy and neural networks - Hopfield networks and Boltzmann machines; nearest neighbour models; adaptive maps; the BSB model - a simple nonlinear autoassociative neural network; associative computation; teaching arithmetic to a neural network.

About the Author :
James A. Anderson is Professor in the Department of Cognitive and Linguistic Sciences at Brown University.


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Product Details
  • ISBN-13: 9780262011440
  • Publisher: MIT Press Ltd
  • Publisher Imprint: MIT Press
  • Height: 254 mm
  • Returnable: N
  • Spine Width: 33 mm
  • Width: 203 mm
  • ISBN-10: 0262011441
  • Publisher Date: 16 Mar 1995
  • Binding: Hardback
  • Language: English
  • Series Title: Bradford Books
  • Weight: 1475 gr


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