Neurocomputing: Algorithms, Architectures and Applications

Front Matter....Pages I-XI
Front Matter....Pages 1-1
Incorporating knowledge in multi-layer networks: the example of protein secondary structure prediction....Pages 3-13
Product Units with Trainable Exponents and Multi-Layer Networks....Pages 15-26
Recurrent Backpropagation and Hopfield Networks....Pages 27-36
Optimization of the number of hidden cells in a multilayer perceptron. Validation in the linear case....Pages 37-40
Single-layer learning revisited: a stepwise procedure for building and training a neural network....Pages 41-50
Synchronous Boltzmann Machines and Gibbs Fields: Learning Algorithms....Pages 51-63
Fast Computation of Kohonen Self-Organization....Pages 65-74
Learning algorithms in neural networks: recent results....Pages 75-79
Statistical approach to the Jutten-Hérault algorithm....Pages 81-88
The N Programming Language....Pages 89-92
Neural Networks Dynamics....Pages 93-102
Dynamical Analysis of Classifier Systems....Pages 103-107
Neuro-Computing Aspects in Motor Planning & Control....Pages 109-115
Neural Networks and Symbolic A.I....Pages 117-120
Front Matter....Pages 121-121
Integrated artificial neural networks: components for higher level architectures with new properties....Pages 123-130
Basic VLSI Circuits for Neural Networks....Pages 131-140
An Analog VLSI Architecture for Large Neural Networks....Pages 141-144
Analog implementation of a permanent unsupervised learning algorithm....Pages 145-152
An Analog Cell for VLSI Implementation of Neural Networks....Pages 153-156
Use of Pulse Rate and Width Modulations in a Mixed Analog/digital Cell for Artificial Neural Systems....Pages 157-160
Front Matter....Pages 121-121
Parallel Implementation of a Multi-Layer Perceptron....Pages 161-166
A monolithic processor array for stochastic relaxation using optical random number generation....Pages 167-172
Dedicated neural network A retina for edge detection....Pages 173-179
Neural Network Applications in the Edinburgh Concurrent Supercomputer Project....Pages 181-193
The Semi-Parallel Architectures of Neuro-Computers....Pages 195-204
Front Matter....Pages 205-205
Speech coding with multilayer networks....Pages 207-216
Statistical Inference in Multilayer Perceptrons and Hidden Markov Models with Applications in Continuous Speech Recognition....Pages 217-226
Probabilistic Interpretation of Feedforward Classification Network Outputs, with Relationships to Statistical Pattern Recognition....Pages 227-236
Data Compression Using Multilayer Perceptrons....Pages 237-240
Guided Propagation: current state of theory and applications....Pages 241-260
Speaker adaptation using multi-layer feed-forward automata and canonical correlation analysis....Pages 261-264
Analysis of linear predictive data as speech and of ARMA processes by a class of single-layer connectionist models....Pages 265-283
High Level Speech Processing by Competitive Neural Networks From Psychology to Simulation....Pages 285-296
Connected Word Recognition Using Neural Networks....Pages 297-300
Front Matter....Pages 301-301
Handwritten Digit Recognition: Applications of Neural Net Chips and Automatic Learning....Pages 303-318
A method to de-alias the scatterometer wind field: a real world application....Pages 319-324
Detection of microcalcifications in mammographic images....Pages 325-328
What is a feature, that it may define a character, and a character, that it may be defined by a feature ?....Pages 329-332
A Study of Image Compression with Backpropagation....Pages 333-336
Distortion Invariant Image Recognition by Madaline and Back-Propagation Learning Multi-Networks....Pages 337-343
Front Matter....Pages 301-301
An Algorithm for Optical Flow....Pages 345-356
Front Matter....Pages 357-357
Multicellular Processing Units for Neural Networks: Model of Columns in the Cerebral Cortex....Pages 359-368
A Potentially Powerful Connectionist Unit: The Cortical Column....Pages 369-377
Complex information processing in real neurones....Pages 379-388
Formal Approach and Neural Network Simulation of the Co-ordination between Posture and Movement....Pages 389-394
Cheapmonkey: Comparing an ANN and the Primate Brain on a Simple Perceptual Task: Orientation Discrimination....Pages 395-404
Back Matter....Pages 405-460