TY - JOUR
T1 - Discrete-time linear-quadratic mean-field-type repeated games
T2 - Perfect, incomplete, and imperfect information
AU - Barreiro-Gomez, Julian
AU - Duncan, Tyrone E.
AU - Tembine, Hamidou
N1 - Publisher Copyright:
© 2019 Elsevier Ltd
PY - 2020/2
Y1 - 2020/2
N2 - In this paper, we study linear-quadratic mean-field-type repeated games with arbitrary number of interacting decision-makers. Different information structures are examined: (i) perfect knowledge of the model, (ii) imperfect knowledge of the model; under perfect state observation. We provide semi-explicit solutions for both non-cooperative and cooperative cases. The state dynamics is given by a stochastic difference equation that includes mean-field terms, i.e., the expected value for both the state and control inputs. In addition, the cost function incorporates, not only the expected value of the states, but also the variance of both system state and control inputs. The effect of the information is quantified using price of anarchy and price of imperfect information. Finally, some numerical examples are presented.
AB - In this paper, we study linear-quadratic mean-field-type repeated games with arbitrary number of interacting decision-makers. Different information structures are examined: (i) perfect knowledge of the model, (ii) imperfect knowledge of the model; under perfect state observation. We provide semi-explicit solutions for both non-cooperative and cooperative cases. The state dynamics is given by a stochastic difference equation that includes mean-field terms, i.e., the expected value for both the state and control inputs. In addition, the cost function incorporates, not only the expected value of the states, but also the variance of both system state and control inputs. The effect of the information is quantified using price of anarchy and price of imperfect information. Finally, some numerical examples are presented.
KW - Direct method
KW - Imperfect information
KW - Mean-field-type games
KW - Mean–variance minimization
KW - Perfect information
KW - Repeated games
KW - Semi-explicit solution
KW - Stochastic control
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U2 - 10.1016/j.automatica.2019.108647
DO - 10.1016/j.automatica.2019.108647
M3 - Article
AN - SCOPUS:85074048098
SN - 0005-1098
VL - 112
JO - Automatica
JF - Automatica
M1 - 108647
ER -