We consider an optimal stopping problem defined on a finite Markov chain whose transition probabilities are unknown. We prove a central limit theorem for the maximum likelihood estimator and the stretch estimator of the optimal value of the optimal stopping problem. Also, we propose a perturbation technique to weaken the hypotheses of the central limit theorem.
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