Titlebook: Applications of Evolutionary Computation; EvoApplications 2011 Cecilia Chio,Stefano Cagnoni,Georgios N. Yannakaki Conference proceedings 20

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0302-9743 onal Conference on the Applications of Evolutionary Computation, EvoApplications 2011, held in Torino, Italy, in April 2011 colocated with the Evo* 2011 events. Thanks to the large number of submissions received, the proceedings for EvoApplications 2011 are divided across two volumes (LNCS 6624 and

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Evolving Interesting Maps for a First Person Shooterlayers’ average fighting time. For that purpose, four different map representations are tested and compared. Results obtained showcase the clear advantage of some representations in generating interesting FPS maps and demonstrate the promise of the approach followed for automatic level design in that game genre.

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Training Neural Networks to Play Backgammon Variants Using Reinforcement Learningg and Neural Network function approximation we train agents that learn a game position evaluation function for these games. We show that the resulting agents significantly outperform the open-source program Tavli3D.