Partially Observed Discrete-Time Risk-Sensitive Mean Field Games
نویسندگان
چکیده
In this paper, we consider discrete-time partially observed mean-field games with the risk-sensitive optimality criterion. We introduce risk-sensitivity behavior for each agent via an exponential utility function. game model, is weakly coupled rest of population through its individual cost and state dynamics empirical distribution states. establish equilibrium in infinite-population limit using technique converting underlying original stochastic control problem to a fully one on belief space dynamic programming principle. Then, show that policy, when adopted by agent, forms approximate Nash sufficiently many agents. first finite-horizon function then discuss extension result infinite-horizon next-to-last section paper.
منابع مشابه
Risk-Sensitive Control and Dynamic Games for Partially Observed Discrete-Time Nonlinear Systems
In this paper we solve a finite-horizon partially observed risk-sensitive stochastic optimal control problem for discrete-time nonlinear systems and obtain small noise and small risk limits. The small noise limit is interpreted as a deterministic partially observed dynamic game, and new insights into the optimal solution of such game problems are obtained. Both the risk-sensitive stochastic con...
متن کاملRisk-Sensitive Mean-Field Stochastic Differential Games
In this paper, we study a class of risk-sensitive mean-field stochastic differential games. Under regularity assumptions, we use results from standard risk-sensitive differential game theory to show that the mean-field value of the exponentiated cost functional coincides with the value function of a Hamilton-Jacobi-Bellman-Fleming (HJBF) equation with an additional quadratic term. We provide an...
متن کاملDiscrete mean field games
In this paper we study a mean field model for discrete time, finite number of states, dynamic games. These models arise in situations that involve a very large number of agents moving from state to state according to certain optimality criteria. The mean field approach for optimal control and differential games (continuous state and time) was introduced by Lasry and Lions [LL06a, LL06b, LL07]. ...
متن کاملPartially observed non-linear risk-sensitive optimal stopping control for non-linear discrete-time systems
In this paper we introduce and solve the partially observed optimal stopping nonlinear risk-sensitive stochastic control problem for discrete-time non-linear systems. The presented results are closely related to previous results for finite horizon partially observed risk-sensitive stochastic control problem. An information state approach is used and a new (three-way) separation principle establ...
متن کاملSmall Parameter Limit for Ergodic, Discrete-Time, Partially Observed, Risk-Sensitive Control Problems
We show that discrete-time, partially observed, risk-sensitive control problems over an infinite time horizon converge, in the small noise limit, to deterministic dynamic games, in the sense of uniform convergence of the value function on compact subsets of its domain. We make use of new results concerning Large Deviations and existence of value functions.
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Dynamic Games and Applications
سال: 2022
ISSN: ['2153-0793', '2153-0785']
DOI: https://doi.org/10.1007/s13235-022-00453-z