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Preprints of the Keldysh Institute of Applied Mathematics, 2018, 170, 21 pp.
DOI: https://doi.org/10.20948/prepr-2018-170
(Mi ipmp2529)
 

This article is cited in 2 scientific papers (total in 2 papers)

The solution of the problem of bluff detection in the game «I-doubt-it» based on reinforcement learning

S. A. Knyazyatov, G. G. Malinetskiy
Full-text PDF (911 kB) Citations (2)
References:
Abstract: In this paper we consider the construction of an algorithm based on reinforcement learning for the problem of recognizing and using a bluff on the example of a card game «I-doubt-it». The constructed algorithm has the 'intellectual ability' to restructure its behavior strategy and to evaluate possible moves based on previous experience.This class of algorithms used to make decisions in rapidly changing environments. The method and results of comparing algorithms among themselves, the results of games of the best algorithms with a real opponent are obtained. The effect of 'overfitting' is detected, increasing the number of training batches, in some cases, does not improve, but worsens the quality of the algorithm.
Keywords: reinforcement learning, mathematical modeling, $Q$-learning, SARSA($\lambda$) method, bluff detection algorithm, bluff imitation, neural networks, high-speed decision making.
Funding agency Grant number
Russian Foundation for Basic Research 16-01-00342_à
Bibliographic databases:
Document Type: Preprint
Language: Russian
Citation: S. A. Knyazyatov, G. G. Malinetskiy, “The solution of the problem of bluff detection in the game «I-doubt-it» based on reinforcement learning”, Keldysh Institute preprints, 2018, 170, 21 pp.
Citation in format AMSBIB
\Bibitem{KnyMal18}
\by S.~A.~Knyazyatov, G.~G.~Malinetskiy
\paper The solution of the problem of bluff detection in the game «I-doubt-it» based on reinforcement learning
\jour Keldysh Institute preprints
\yr 2018
\papernumber 170
\totalpages 21
\mathnet{http://mi.mathnet.ru/ipmp2529}
\crossref{https://doi.org/10.20948/prepr-2018-170}
\elib{https://elibrary.ru/item.asp?id=35458678}
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  • https://www.mathnet.ru/eng/ipmp/y2018/p170
  • This publication is cited in the following 2 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Ïðåïðèíòû Èíñòèòóòà ïðèêëàäíîé ìàòåìàòèêè èì. Ì. Â. Êåëäûøà ÐÀÍ
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    Abstract page:253
    Full-text PDF :195
    References:24
     
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