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" Neurocomputing : "
edited by Françoise Fogelman Soulié, Jeanny Hérault.
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BL
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| Record Number
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731395
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b551181
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| Main Entry
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edited by Françoise Fogelman Soulié, Jeanny Hérault.
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| Title & Author
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Neurocomputing : : Algorithms, Architectures and Applications\ edited by Françoise Fogelman Soulié, Jeanny Hérault.
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| Publication Statement
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Berlin, Heidelberg: Springer Berlin Heidelberg, 1990
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| Series Statement
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NATO ASI series., Series F,, Computer and systems sciences ;, 68.
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| Page. NO
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(xi, 455 pages 150 illustrations)
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| ISBN
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3642761534
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: 9783642761539
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| Contents
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1 Algorithms.- Incorporating knowledge in multi-layer networks: the example of protein secondary structure prediction.- Product units with trainable exponents and multi-layer networks.- Recurrent backpropagation and Hopfield networks.- Optimization of the number of hidden cells in a multilayer perceptron. Validation in the linear case.- Single-layer learning revisited: a stepwise procedure for building and training a neural network.- Synchronous Boltzmann machines and Gibbs fields: learning algorithms.- Fast computation of Kohonen self-organization.- Learning algorithms in neural networks: recent results.- Statistical approach to the Jutten-Herault algorithm.- The N programming language.- Neural networks dynamics.- Dynamical analysis of classifier systems.- Neuro-computing aspects in motor planning and control.- Neural networks and symbolic A.I.- 2 Architectures.- Integrated artificial neural networks: components for higher level architectures with new properties.- Basic VLSI circuits for neural networks.- An analog VLSI architecture for large neural networks.- Analog implementation of a permanent unsupervised learning algorithm.- An analog cell for VLSI implementation of neural networks.- Use of pulse rate and width modulations in a mixed analog/digital cell for artificial neural systems.- Parallel implementation of a multi-layer perceptron.- A monolithic processor array for stochastic relaxation using optical random number generation.- Dedicated neural network: a retina for edge detection.- Neural network applications in the Edinburgh concurrent supercomputer project.- The semi-parallel architectures of neuro computers.- 3 Speech.- Speech coding with multilayer networks.- Statistical inference in multilayer perceptrons and hidden Markov models with applications in continuous speech recognition.- Probabilistic interpretation of feedforward classification network outputs, with relationships to statistical pattern recognition.- Data compression using multilayer perceptrons.- Guided propagation: current state of theory and applications.- Speaker adaptation using multi-layer feed-forward automata and canonical correlation analysis.- Analysis of linear predictive data as speech and of ARM A processes by a class of single-layer connectionist models.- High and low level speech processing by competitive neural networks: from psychology to simulation.- Connected word recognition using neural networks.- 4 Image.- Handwritten digit recognition: applications of neural net chips and automatic learning.- A method to de-alias the scatterometer wind field: a real world application.- Detection of microcalcifications in mammographie images.- What is a feature, that it may define a character, and a character, that it may be defined by a feature?.- A study of image compression with backpropagation.- Distortion invariant image recognition by Madaline and back-propagation learning multi-networks.- An algorithm for optical flow.- 5 Neuro-biology.- Multicellular processing units for neural networks: model of columns in the cerebral cortex.- A potentially powerful connectionist unit: the cortical column.- Complex information processing in real neurons.- Formal approach and neural network simulation of the co-ordination between posture and movement.- Cheapmonkey: comparing an ANN and the primate brain on a simple perceptual task: orientation discrimination.- References.- List of contributors.
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| Abstract
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Proceedings of the NATO Advanced Research Workshop on Neurocomputing. Algorithms, Architectures and Applications, held in Les Arcs, France, February 27 - March 3, 1989
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| Subject
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Biology -- Data processing.
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Computer science.
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Neurosciences.
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| LC Classification
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QA76.87E358 1990
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| Added Entry
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Françoise Fogelman Soulié
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Jeanny Hérault
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| Parallel Title
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Proceedings of the NATO Advanced Research Workshop on Neurocomputing. Algorithms, Architectures and Applications, held in Les Arcs, France, February 27 - March 3, 1989
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