Epi-Consistent Approximation of Stochastic Dynamic Programs
Epi-Consistent Approximation of Stochastic Dynamic Programs
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.
Dominic S. T. Keehan、Johannes O. Royset
数学
Dominic S. T. Keehan,Johannes O. Royset.Epi-Consistent Approximation of Stochastic Dynamic Programs[EB/OL].(2025-08-24)[2025-09-06].https://arxiv.org/abs/2501.19028.点此复制
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