Browsing Natural and Mathematical Sciences by Author "(ORCID 0000-0001-6200-4398 & YÖK ID 331624) Anahtarcı, Berkay"
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Learning in discrete-time average-cost mean-field games
Anahtarcı, Berkay; Karıksız, Can Deha; Saldı, Naci (IEEE, 2021)In this paper, we consider learning of discrete-time mean-field games under an average cost criterion. We propose a Q-iteration algorithm via Banach Fixed Point Theorem to compute the mean-field equilibrium when the model ... -
Learning mean-field games with discounted and average costs
Anahtarcı, Berkay; Karıksız, Can Deha; Saldı, N. (Microtome Publishing, 2023)We consider learning approximate Nash equilibria for discrete-time mean-field games with stochastic nonlinear state dynamics subject to both average and discounted costs. To this end, we introduce a mean-field equilibrium ... -
Q-learning in regularized mean-field games
Anahtarcı, Berkay; Karıksız, Can Deha; Saldı, N. (Springer, 2023-03)In this paper, we introduce a regularized mean-field game and study learning of this game under an infinite-horizon discounted reward function. Regularization is introduced by adding a strongly concave regularization ...
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