Mini-Minimax Uncertainty Quantification for Emulators

Jeffrey C. Regier, Philip B. Stark

Consider approximating a "black box" function $f$ by an emulator $\hat{f}$ based on $n$ noiseless observations of $f$. Let $w$ be a point in the domain of $f$. How big might the er…