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Designing a Reinforcement Learning-based Adaptive AI for Large-Scale Strategy Games

9 years 2 months ago
Designing a Reinforcement Learning-based Adaptive AI for Large-Scale Strategy Games
This paper investigates the challenges posed by the application of reinforcement learning to large-scale strategy games. In this context, we present steps and techniques which synthesize new ideas with state-of-the-art techniques from several areas of machine learning in a novel integrated learning approach for this kind of games. The performance of the approach is demonstrated on the task of learning valuable game strategies for a commercial wargame.
Charles A. G. Madeira, Vincent Corruble, Geber Ram
Added 30 Oct 2010
Updated 30 Oct 2010
Type Conference
Year 2006
Where AIIDE
Authors Charles A. G. Madeira, Vincent Corruble, Geber Ramalho
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