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» A Parallel Monte-Carlo Tree Search Algorithm
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CG
2008
Springer
13 years 6 months ago
Parallel Monte-Carlo Tree Search
Monte-Carlo Tree Search (MCTS) is a new best-first search method that started a revolution in the field of Computer Go. Parallelizing MCTS is an important way to increase the stren...
Guillaume Chaslot, Mark H. M. Winands, H. Jaap van...
IPPS
2009
IEEE
13 years 11 months ago
Parallel Nested Monte-Carlo search
Abstract—We address the parallelization of a MonteCarlo search algorithm. On a cluster of 64 cores we obtain a speedup of 56 for the parallelization of Morpion Solitaire. An algo...
Tristan Cazenave, Nicolas Jouandeau
CG
2010
Springer
13 years 2 months ago
Score Bounded Monte-Carlo Tree Search
Monte-Carlo Tree Search (MCTS) is a successful algorithm used in many state of the art game engines. We propose to improve a MCTS solver when a game has more than two outcomes. It ...
Tristan Cazenave, Abdallah Saffidine
CG
2006
Springer
13 years 8 months ago
Efficient Selectivity and Backup Operators in Monte-Carlo Tree Search
Monte-Carlo evaluation consists in estimating a position by averaging the outcome of several random continuations, and can serve as an evaluation function at the leaves of a min-ma...
Rémi Coulom
CG
2010
Springer
13 years 2 months ago
Biasing Monte-Carlo Simulations through RAVE Values
Abstract. The Monte-Carlo Tree Search algorithm has been successfully applied in various domains. However, its performance heavily depends on the Monte-Carlo part. In this paper, w...
Arpad Rimmel, Fabien Teytaud, Olivier Teytaud