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We introduce a zero-sum game problem of mean-field type as an extension of the classical zero-sum Dynkin game problem to the case where the payoff processes might depend on the value of the game and its probability law. We establish…

最优化与控制 · 数学 2022-05-06 Boualem Djehiche , Roxana Dumitrescu

A dynamic mean field theory is developed for finite state and action Bayesian reinforcement learning in the large state space limit. In an analogy with statistical physics, the Bellman equation is studied as a disordered dynamical system;…

机器学习 · 统计学 2023-07-13 George Stamatescu

Several differential equation models have been proposed to explain the formation of patterns characteristic of the grid cell network. Understanding the robustness of these patterns with respect to noise is one of the key open questions in…

概率论 · 数学 2023-01-26 José A. Carrillo , Andrea Clini , Susanne Solem

Finite-state mean-field games (MFGs) arise as limits of large interacting particle systems and are governed by an MFG system, a coupled forward-backward differential equation consisting of a forward Kolmogorov-Fokker-Planck (KFP) equation…

最优化与控制 · 数学 2026-02-16 William Hofgard , Asaf Cohen , Mathieu Laurière

We consider the problem of governing systemic risk in a banking system model. The banking system model consists in an initial value problem for a system of stochastic differential equations whose dependent variables are the log-monetary…

风险管理 · 定量金融 2018-12-19 Lorella Fatone , Francesca Mariani

The classical stochastic control problem under partial information can be formulated as a control problem for Zakai equation, whose solution is the unnormalized conditional probability distribution of the state of the system. Zakai equation…

最优化与控制 · 数学 2019-09-27 Alain Bensoussan , Sheung Chi Phillip Yam

We investigate the full dynamics of capital allocation and wealth distribution of heterogeneous agents in a frictional economy during booms and busts using tools from mean-field games. Two groups in our models, namely the expert and the…

数理金融 · 定量金融 2025-02-18 Hoang Vu , Tomoyuki Ichiba

We study the short-time dynamics of a mean-field model with non-conserved order parameter (Curie-Weiss with Glauber dynamics) by solving the associated Fokker-Planck equation. We obtain closed-form expressions for the first moments of the…

统计力学 · 物理学 2010-08-10 Celia Anteneodo , Ezequiel E. Ferrero , Sergio A. Cannas

For two classes of Mean Field Game systems we study the convergence of solutions as the interest rate in the cost functional becomes very large, modeling agents caring only about a very short time-horizon, and the cost of the control…

最优化与控制 · 数学 2020-04-10 Martino Bardi , Pierre Cardaliaguet

Empirically derived continuum models of collective behavior among large populations of dynamic agents are a subject of intense study in several fields, including biology, engineering and finance. We formulate and study a mean-field game…

适应与自组织系统 · 物理学 2018-06-22 Piyush Grover , Kaivalya Bakshi , Evangelos A. Theodorou

We describe the bailout of banks by governments as a Markov Decision Process (MDP) where the actions are equity investments. The underlying dynamics is derived from the network of financial institutions linked by mutual exposures, and the…

数理金融 · 定量金融 2022-12-27 Daniele Petrone , Neofytos Rodosthenous , Vito Latora

We consider a mean field game describing the limit of a stochastic differential game of $N$-players whose state dynamics are subject to idiosyncratic and common noise and that can be absorbed when they hit a prescribed region of the state…

概率论 · 数学 2022-05-25 Matteo Burzoni , Luciano Campi

This article introduces a novel mean-field game model for multi-sector economic growth in which a dynamically evolving externality, influenced by the collective actions of agents, plays a central role. Building on classical growth theories…

最优化与控制 · 数学 2026-05-05 Pierre Lavigne , Quentin Petit , Xavier Warin

We consider a Mean Field Games model where the dynamics of the agents is subdiffusive. According to the optimal control interpretation of the problem, we get a system involving fractional time-derivatives for the Hamilton-Jacobi-Bellman and…

偏微分方程分析 · 数学 2018-01-23 Fabio Camilli , Raul De Maio

We introduce Mean Field Markov games with $N$ players, in which each individual in a large population interacts with other randomly selected players. The states and actions of each player in an interaction together determine the…

最优化与控制 · 数学 2012-01-12 H. Tembine , J. -Y. Le Boudec , R. El-Azouzi , E. Altman

We consider the problem of governing systemic risk in an assets-liabilities dynamical model of banking system. In the model considered each bank is represented by its assets and its liabilities.The capital reserves of a bank are the…

风险管理 · 定量金融 2019-05-30 Lorella Fatone , Francesca Mariani

Given a large number of homogeneous players that are distributed across three possible states, we consider the problem in which these players have to control their transition rates, while minimizing a cost. The optimal transition rates are…

系统与控制 · 计算机科学 2018-02-13 Leonardo Stella , Dario Bauso

We consider a Mean Field Games model where the dynamics of the agents is given by a controlled Langevin equation and the cost is quadratic. A change of variables, introduced in [9], transforms the Mean Field Games system into a system of…

偏微分方程分析 · 数学 2021-01-12 Fabio Camilli

The study of the density evolution naturally arises in Mean Field Game theory for the estimation of the density of the large population dynamics. In this paper, we study the density evolution of McKean-Vlasov stochastic differential…

概率论 · 数学 2018-12-31 Peter E. Caines , Daniel Ho , Qingshuo Song

Systemic risk in banking systems remains a crucial issue that it has not been completely understood. In our toy model, banks are exposed to two sources of risks, namely, market risk from their investments in assets external to the banking…

风险管理 · 定量金融 2017-02-24 Aki-Hiro Sato , Paolo Tasca , Takashi Isogai