Abstract
We are concerned with discrete-time stochastic control models for which the random disturbances are independent with a common unknown distribution. When the state space is compact, we prove that mild continuity conditions are sufficient to obtain adaptive policies which are asymptotically optimal with respect to the discounted reward criterion.
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