Ant Wars: XCS Strikes Back

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]

Ant Wars: XCS Strikes Back

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Ant Wars: XCS Strikes Back