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math.OC2022
Finite Approximations for Mean Field Type Multi-Agent Control and Their Near Optimality
Erhan Bayraktar, Nicole Bauerle, Ali Devran Kara
We study a multi-agent mean field type control problem in discrete time where the agents aim to find a socially optimal strategy and where the state and action spaces for the agent…
math.OC2022
Approximate Q-Learning for Controlled Diffusion Processes and its Near Optimality
Erhan Bayraktar, Ali Devran Kara
We study a Q learning algorithm for continuous time stochastic control problems. The proposed algorithm uses the sampled state process by discretizing the state and control action…