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Book Categories |
Notation | ||
1 | Introduction | 1 |
2 | Pattern association memory | 23 |
3 | Autoassociation memory | 42 |
4 | Competitive networks, including self-organizing maps | 54 |
5 | Error-correcting networks: perceptrons, the delta rule, backpropagation of error in multilayer networks, and reinforcement learning algorithms | 75 |
6 | The hippocampus and memory | 95 |
7 | Pattern association in the brain: amygdala and orbitofrontal cortex | 136 |
8 | Cortical networks for invariant pattern recognition | 166 |
9 | Motor systems: cerebellum and basal ganglia | 189 |
10 | Cerebral neocortex | 227 |
App. A1 | Introduction to linear algebra for neural networks | 283 |
App. A2 | Information theory | 292 |
App. A3 | Pattern associators | 318 |
App. A4 | Autoassociators | 337 |
App. A5 | Recurrent dynamics | 351 |
References | 371 | |
Index | 415 |
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