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Richard G. Palmer
author : Richard G. Palmer
Books
Introduction to the Theory of Neural Computation
.
1991,
with
John Hertz
,
Anders Krogh
Modeling Extinction
. 2003,
with
Mark E. J. Newman
Short works
Broken Ergodicity. 1989.
(In
Lectures in the Sciences of Complexity
)
Glasses I: Phenomenology. 1989.
(In
Lectures in the Sciences of Complexity
)
Glasses II: Models for Glassy Relaxation. 1989.
(In
Lectures in the Sciences of Complexity
)
Neural Nets. 1989.
(In
Lectures in the Sciences of Complexity
)
Optimization on rugged landscape. 1991.
(In
Molecular Evolution on Rugged Landscpaes
)
Description and Modeling. 2004.
(In
Unifying Themes in Complex Systems II
)
Books : reviews
John Hertz, Anders Krogh, Richard G. Palmer.
Introduction to the Theory of Neural Computation
.
Addison Wesley. 1991
(read but not reviewed)
Contents:
Introduction
The Hopfield model
associative memory statistical mechanics stochastic networks
Extensions of the Hopfield model
Optimization problems
Simple perceptrons
feed-forward networks proof of convergence linear, non-linear, stochastic units
Multi-layer networks
back-propagation
Recurrent networks
Boltzmann machines
Unsupervised Hebbian learning
principal component analysis self-organizing feature extraction
Unsupervised competitive learning
adaptive resonance theory
Formal statistical mecanics of neural networks
Mark E. J. Newman, Richard G. Palmer.
Modeling Extinction
.
OUP. 2003