Abstract
We study the consistency of stochastic dynamic programs under converging probability distributions and other approximations. Utilizing results on the epi-convergence of expectation functions with varying measures and integrands, and the Attouch-Wets distance, we show that appropriate equi-semicontinuity assumptions assure epi-consistency. A number of examples illustrate the approach. In particular, we permit both unbounded and simultaneously approximated stage-cost functions, and treat an example with approximated constraints.
Suggested citation
D. S. T. Keehan, J. O. Royset. “Epi-Consistent Approximationof Stochastic Dynamic Programs.” Journal of Convex Analysis 33 (2026), No. 1&2, 393–413.
Copyright Heldermann Verlag 2026