Author

Ying Liu

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Preprint Aug 2026

PAC Approximation and DIRECT Optimization for Parametric Markov Models

This paper adopts the scenario approach to efficiently synthesize a probably approximately correct PAC approximation, and integrates the DIRECT (DIviding RECTangles) algorithm for derivative-free global optimization over the parameter space.

Zhi-Ming Chi, Ying Liu, Andrea Turrini et al. · 0 citations