Parametric MDPs enable PAC uncertainty models for MDPs by projecting empirical frequencies onto parameter space with polytopic outer approximations, yielding tighter estimates than independent interval methods.
Efficient sensitivity analysis for parametric robust Markov chains
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Robust Parameter Learning for Uncertain MDPs
Parametric MDPs enable PAC uncertainty models for MDPs by projecting empirical frequencies onto parameter space with polytopic outer approximations, yielding tighter estimates than independent interval methods.