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Comparative Study of Monte-Carlo Tree Search and Alpha-Beta Pruning in Amazons

Abstract : The game of Amazons is a combinatorial game sharing some properties of both chess and Go.We study programs which play Amazons with strategies based on Monte-Carlo Tree Search and a classical search algorithm, Alpha-Beta pruning.We execute several experiments to investigate the effect of increasing the number of searches in a Monte-Carlo Tree Search program. We show that increasing the number of searches is not an efficient method to strengthen the program for Amazons. On the other hand, augmenting the algorithms with a choice of several evaluation functions fulfills has great influence on playing strength.
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Submitted on : Monday, February 13, 2017 - 2:30:47 PM
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Hikari Kato, Szilárd Zsolt Fazekas, Mayumi Takaya, Akihiro Yamamura. Comparative Study of Monte-Carlo Tree Search and Alpha-Beta Pruning in Amazons. 3rd International Conference on Information and Communication Technology-EurAsia (ICT-EURASIA) and 9th International Conference on Research and Practical Issues of Enterprise Information Systems (CONFENIS), Oct 2015, Daejon, South Korea. pp.139-148, ⟨10.1007/978-3-319-24315-3_14⟩. ⟨hal-01466213⟩



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