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We study a discrete-time approximation for solutions of systems of decoupled forward-backward doubly stochastic differential equations (FBDSDEs). Assuming that the coefficients are Lipschitz-continuous, we prove the convergence of the scheme when the step of time discretization, goes to zero. The rate of convergence is exactly equal to . The proof is based on a generalization of a remarkable result on the -regularity of the solution of the backward equation derived by J. Zhang

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