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27

ICGA
2007

89views Optimization» more ICGA 2007»

13 years 11 months ago

We experimented a simple yet powerful optimization for Monte-Carlo Go tree search. It consists in dealing appropriately with strings that have two liberties. The heuristic is cont...

Tristan Cazenave

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41

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ICGA
2008

208views Optimization» more ICGA 2008»

Cross-Entropy for Monte-Carlo Tree Search

13 years 11 months ago

Download www.personeel.unimaas.nl

Recently, Monte-Carlo Tree Search (MCTS) has become a popular approach for intelligent play in games. Amongst others, it is successfully used in most state-of-the-art Go programs....

Guillaume Chaslot, Mark H. M. Winands, Istvan Szit...

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30

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NIPS
1993

123views Information Technology» more NIPS 1993»

Temporal Difference Learning of Position Evaluation in the Game of Go

14 years 23 days ago

Download www.gatsby.ucl.ac.uk

The game of Go has a high branching factor that defeats the tree search approach used in computer chess, and long-range spatiotemporal interactions that make position evaluation e...

Nicol N. Schraudolph, Peter Dayan, Terrence J. Sej...

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