Conformalized Polynomial Chaos Expansion for Uncertainty-aware Surrogate Modeling

Dimitrios Loukrezis, Dimitris G. Giovanis

This work introduces a method to equip data-driven polynomial chaos expansion surrogate models with intervals that quantify the predictive uncertainty of the surrogate. To that end…