Journal of Applied Probability · 2022 · 17 citations · 11 references
Natural SciencesMathematicsPhysicsMathematical PhysicsProbability TheoryStochastic ProcessesApproximation MethodsDiffusion ProcessesStochastic CalculusStochastic ControlStochastic Differential EquationsWeak ConvergenceBackward Stochastic Differential EquationsMaster Equation ApproachesMaster EquationsMean Field ControlMean-field ApproximationMean-field ModelsMean-field Stochastic Differential EquationsSecond-order Differential Equations
Abstract We prove a rate of convergence for the N -particle approximation of a second-order partial differential equation in the space of probability measures, such as the master equation or Bellman equation of the mean-field control problem under common noise. The rate is of order $1/N$ for the pathwise error on the solution v and of order $1/\sqrt{N}$ for the $L^2$ -error on its L -derivative $\partial_\mu v$ . The proof relies on backward stochastic differential equation techniques.
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