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Ant Wars: XCS Strikes Back

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Daniele Loiacono
Daniele Loiacono
TechnologieFormation
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Ant Wars: XCS Strikes Back Daniele Loiacono Artificial Intelligence and Robotics Laboratory, Politecnico di Milano, Italy GECCO'07, July 7-11, 2007, London, UK.
[object Object],Ant Wars as RL Ant Environment state
Ant Wars as RL ,[object Object],[object Object],Ant Environment state action
Ant Wars and Reinforcement Learning ,[object Object],[object Object],[object Object],[object Object],Ant Environment state action ...delay… reward
Ant Wars as RL ,[object Object],[object Object],[object Object],[object Object]
The XCS Classifier System ,[object Object]
XCS Ant ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Problem Decomposition ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
SmartieXCS Ant ,[object Object],[object Object],[object Object]
Experimental Result ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Experimental Results % games won % times killed avg score 1 2 3
Conclusions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

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Ant Wars: XCS Strikes Back

  • 1. Ant Wars: XCS Strikes Back Daniele Loiacono Artificial Intelligence and Robotics Laboratory, Politecnico di Milano, Italy GECCO'07, July 7-11, 2007, London, UK.
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  • 11. Experimental Results % games won % times killed avg score 1 2 3
  • 12.