Distinguishing between humans and computers in a card game with imperfect information

Autor: Seiya Okubo, Masato Konishi, Mitsuo Wakatsuki, Tetsuro Nishino
Rok vydání: 2021
Předmět:
Zdroj: EPiC Series in Computing.
ISSN: 2398-7340
Popis: The purpose of this study is to analyze the behavior of humans and computers, and distinguish, from the results of the analysis, between humans and computer programs. In this study, we focus on the players of Daihinmin, which is a card game with imperfect in- formation. Although not many Daihinmin play logs for human players have been collected, research on the principles of human behavior has been successfully conducted. For that purpose, we propose a method to distinguish between human and computer players using decision trees to represent player characteristics and to compare the differences between them. To evaluate the effectiveness of the proposed method, we apply it to distinguish between human and computer players of Daihinmin. Based on the results, we examine the validity of the proposed method and discuss its potential.
Databáze: OpenAIRE