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» Combining Tactical Search and Monte-Carlo in the Game of Go
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CIG
2005
IEEE
14 years 1 months ago
Combining Tactical Search and Monte-Carlo in the Game of Go
We present a way to integrate search and Monte-Carlo methods in the game of Go. Our program uses search to find the status of tactical goals, builds groups, selects interesting go...
Tristan Cazenave, Bernard Helmstetter
TCIAIG
2010
13 years 2 months ago
Combining UCT and Nested Monte Carlo Search for Single-Player General Game Playing
Monte-Carlo tree search has recently been very successful for game playing particularly for games where the evaluation of a state is difficult to compute, such as Go or General Gam...
Jean Méhat, Tristan Cazenave
CG
2008
Springer
13 years 9 months ago
Monte-Carlo Tree Search Solver
Recently, Monte-Carlo Tree Search (MCTS) has advanced the field of computer Go substantially. In this article we investigate the application of MCTS for the game Lines of Action (L...
Mark H. M. Winands, Yngvi Björnsson, Jahn-Tak...
ACG
2009
Springer
14 years 2 months ago
Adding Expert Knowledge and Exploration in Monte-Carlo Tree Search
Abstract. We present a new exploration term, more efficient than classical UCT-like exploration terms. It combines efficiently expert rules, patterns extracted from datasets, All-M...
Guillaume Chaslot, Christophe Fiter, Jean-Baptiste...