Constructing a Human-like agent for the Werewolf Game using a psychological model based multiple perspectives

Noritsugu Nakamura; Michimasa Inaba; Kenichi Takahashi; Fujio Toriumi; Hirotaka Osawa; Daisuke Katagami; Kousuke Shinoda

doi:10.1109/SSCI.2016.7850031

Constructing a Human-like agent for the Werewolf Game using a psychological model based multiple perspectives

Noritsugu Nakamura, Michimasa Inaba, Kenichi Takahashi, Fujio Toriumi, Hirotaka Osawa, Daisuke Katagami, Kousuke Shinoda

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

11 Citations (Scopus)

Abstract

In this paper, we focus on the Werewolf Game. The Werewolf Game is an advanced communication-game in which winning or losing is directly linked to one's success or failure in communication. Therefore, we expect exponential developments in artificial intelligence by studying the Werewolf Game. In this current study, we propose a psychological model that considers multiple perspectives to model the play of a human such as inferring the intention of the other side. As one of the psychological models, we constructed a 'one's self model' that models the role of others as viewed from their own viewpoint. In addition, to determine whether one's opinion is reliable after inferring other's intentions, we also constructed an 'others model' that models the role of others as viewed from their viewpoints. Combining these models, we showed through experimentation that a combined approach achieved better results, i.e., higher win percentages.

Original language	English
Title of host publication	2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781509042401
DOIs	https://doi.org/10.1109/SSCI.2016.7850031
Publication status	Published - 2017 Feb 9
Externally published	Yes
Event	2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016 - Athens, Greece Duration: 2016 Dec 6 → 2016 Dec 9

Publication series

Name	2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016

Conference

Conference	2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016
Country/Territory	Greece
City	Athens
Period	16/12/6 → 16/12/9

ASJC Scopus subject areas

Computer Networks and Communications
Information Systems and Management
Control and Optimization
Artificial Intelligence

Access to Document

10.1109/SSCI.2016.7850031

Cite this

Nakamura, N., Inaba, M., Takahashi, K., Toriumi, F., Osawa, H., Katagami, D., & Shinoda, K. (2017). Constructing a Human-like agent for the Werewolf Game using a psychological model based multiple perspectives. In 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016 Article 7850031 (2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SSCI.2016.7850031

Constructing a Human-like agent for the Werewolf Game using a psychological model based multiple perspectives. / Nakamura, Noritsugu; Inaba, Michimasa; Takahashi, Kenichi et al.
2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016. Institute of Electrical and Electronics Engineers Inc., 2017. 7850031 (2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Nakamura, N, Inaba, M, Takahashi, K, Toriumi, F, Osawa, H, Katagami, D & Shinoda, K 2017, Constructing a Human-like agent for the Werewolf Game using a psychological model based multiple perspectives. in 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016., 7850031, 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016, Institute of Electrical and Electronics Engineers Inc., 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016, Athens, Greece, 16/12/6. https://doi.org/10.1109/SSCI.2016.7850031

Nakamura N, Inaba M, Takahashi K, Toriumi F, Osawa H, Katagami D et al. Constructing a Human-like agent for the Werewolf Game using a psychological model based multiple perspectives. In 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016. Institute of Electrical and Electronics Engineers Inc. 2017. 7850031. (2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016). doi: 10.1109/SSCI.2016.7850031

Nakamura, Noritsugu ; Inaba, Michimasa ; Takahashi, Kenichi et al. / Constructing a Human-like agent for the Werewolf Game using a psychological model based multiple perspectives. 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016. Institute of Electrical and Electronics Engineers Inc., 2017. (2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016).

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AU - Katagami, Daisuke

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AB - In this paper, we focus on the Werewolf Game. The Werewolf Game is an advanced communication-game in which winning or losing is directly linked to one's success or failure in communication. Therefore, we expect exponential developments in artificial intelligence by studying the Werewolf Game. In this current study, we propose a psychological model that considers multiple perspectives to model the play of a human such as inferring the intention of the other side. As one of the psychological models, we constructed a 'one's self model' that models the role of others as viewed from their own viewpoint. In addition, to determine whether one's opinion is reliable after inferring other's intentions, we also constructed an 'others model' that models the role of others as viewed from their viewpoints. Combining these models, we showed through experimentation that a combined approach achieved better results, i.e., higher win percentages.

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Constructing a Human-like agent for the Werewolf Game using a psychological model based multiple perspectives

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