New Applications of the Monte-Carlo Tree Search to Computer Daihinmin

Okubo, Seiya; Wakatsuki, Mitsuo; Mitsuishi, Tasuku; Dobashi, Yasuki; Nishino, Tokuzo

doi:10.52731/ijscai.v4.i1.514

International Journal of Smart Computing and Artificial Intelligence

2020

DOI: 10.52731/ijscai.v4.i1.514

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New Applications of the Monte-Carlo Tree Search to Computer Daihinmin

Seiya Okubo

Mitsuo Wakatsuki

Tasuku Mitsuishi

et al.

Abstract: The Monte Carlo tree search is popular in computer programs that play games. In this study, we present two new applications of the Monte Carlo method for the card game Daihinmin: as a method for setting good evaluation values in repeated plays, and as a method for increasing or decreasing the score of a target player.

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The Characteristics of the Card Game Daihinmin

Wakatsuki

2021

Information Engineering Express

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Combinatorial game theory has many ways of measuring game complexity. This study presents several measures of complexity for the card game Daihinmin to obtain some of its characteristics. Through computer experiments using programs playing Daihinmin, we collect data on the average number of possible moves and the average length of game in the case of the standard rules and in that of the rules including some local rules such as 11-Back. Then, we calculate some indicators such as the strategic complexity of the game and investigate the characteristics of these indicators. Furthermore, a questionnaire survey is conducted to find out which move a human will play from the initial hand in the specified situation. From moves made by various computer programs in the same situation, we show the difference in playing styles between humans and computers.

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The Characteristics of the Card Game Daihinmin

Wakatsuki

2021

Information Engineering Express

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New Applications of the Monte-Carlo Tree Search to Computer Daihinmin

Cited by 1 publication

References 4 publications

The Characteristics of the Card Game Daihinmin

The Characteristics of the Card Game Daihinmin

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