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We consider the nonparametric estimation of the drift coefficient in a diffusion type process in which the diffusion coefficient is known and the drift coefficient depends in an unknown manner on a vector of time-dependent covariates. Based on many continuous realizations of the process, the estimator is constructed using the method of maximum likelihood, where the maximization is taken over a finite...
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