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Apr 1992
ISBN 0262570912
651 pp.
205 illus.
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Neural Networks and Natural Intelligence
Stephen Grossberg

Stephen Grossberg and his colleagues at Boston University's Center for Adaptive Systems are producing some of the most exciting research in the neural network approach to making computers "think." Packed with real-time computer simulations and rigorous demonstrations of these phenomena, this book includes results on vision, speech, cognitive information processing; adaptive pattern recognition, adaptive robotics, conditioning and attention, cognitive-emotional interactions, and decision making under risk.

Table of Contents
 List of Authors
 Preface
1 Cortical Dynamics of Three-Dimensional Form, Color, and Brightness Perception, I: Monocular Theory
by Stephen Grossberg
2 Cortical Dynamics of Three-Dimensional Form, Color, and Brightness Perception, I: Binocular Theory
by Stephen Grossberg
3 Neural Dynamics of 1-D and 2-D Brightness Perception: A Unified Model of Classical and Recent Phenomena
by Stephen Grossberg and Dejan Todorović
4 Computer Simulation of Neural Networks for Perceptual Psychology
by Stephen Grossberg and Ennie Mingolla
5 Competitive Learning: From Interactive Activation to Adaptive Resonance
by Stephen Grossberg
6 A Massively Parallel Architecture for a Self-Organizing Neural Pattern Recognition Machine
by Gail A. Carpenter and Stephen Grossberg
7 Making Fields: A Massively Parallel Neural Architecture for Learning, Recognizing, and Predicting Multiple Grouping of Patterned Data
by Michael A. Cohen and Stephen Grossberg
8 Neural Dynamics of Attention Switching and Temporal Order Information in Short Term Memory
by Stephen Grossberg and Gregory Stone
9 Neural Dynamics of Attentionally-Modulated Pavlovian Conditioning: Blocking, Inter-Stimulus Interval, and Secondary Reinforcement
by Stephen Grossberg and Daniel S. Levin
10 Neural Dynamics of Attentionally-Modulated Pavlovian Conditioning: Conditioned Reinforcement, Inhibition, and Opponent Processing
by Stephen Grossberg and Nestor A. Schmajuk
11 Neural Dynamics of Decision Making under Risk: Affective Balance and Cognitive-Emotional Interactions
by Stephen Grossberg and William Gutowski
12 Neural Dynamics of Planned Arm Movements: Emergent Invariants and Speed-Accuracy Properties during Trajectory Formation
by Daniel Bullock and Stephen Grossberg
 Author Index
 Subject Index
 
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