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Strength or Accuracy: Credit Assignment in Learning Classifier Systems Book

Strength or Accuracy: Credit Assignment in Learning Classifier Systems
Strength or Accuracy: Credit Assignment in Learning Classifier Systems, , Strength or Accuracy: Credit Assignment in Learning Classifier Systems has a rating of 3.5 stars
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  • Strength or Accuracy: Credit Assignment in Learning Classifier Systems
  • Written by author Tim Kovacs
  • Published by Springer-Verlag New York, LLC, September 2007
  • The Distinguished Dissertations series is published on behalf of the Conference of Professors and Heads of Computing and the British Computer Society, who annually select the best British PhD dissertations in computer science for publication. The disserta
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Book Categories

Authors

1Introduction1
2Learning classifier systems19
3How strength and accuracy differ63
4What should a classifier system learn?97
5Prospects for adaptation125
6Classifier systems and Q-learning179
7Conclusion191
AEvaluation of macroclassifiers201
BExample XCS cycle203
CLearning from reinforcement213
DGeneralisation problems227
EValue estimation algorithms233
FGeneralised policy iteration algorithms251
GEvolutionary algorithms257
HThe origins of Sarsa275
INotation279


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