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1 | Introduction | 1 |
2 | Learning classifier systems | 19 |
3 | How strength and accuracy differ | 63 |
4 | What should a classifier system learn? | 97 |
5 | Prospects for adaptation | 125 |
6 | Classifier systems and Q-learning | 179 |
7 | Conclusion | 191 |
A | Evaluation of macroclassifiers | 201 |
B | Example XCS cycle | 203 |
C | Learning from reinforcement | 213 |
D | Generalisation problems | 227 |
E | Value estimation algorithms | 233 |
F | Generalised policy iteration algorithms | 251 |
G | Evolutionary algorithms | 257 |
H | The origins of Sarsa | 275 |
I | Notation | 279 |
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