A Fully Bayesian Gradient-Free Supervised Dimension Reduction Method using Gaussian Processes. - Raphael Gautier; Piyush Pandita; Sayan Ghosh; Dimitri Mavris (CoRR, 2020)

Bayesian, Gradient-Free, and Multi-Fidelity Supervised Dimension Reduction Methods for Surrogate Modeling of Expensive Analyses with High-Dimensional Inputs. - Raphael Gautier (2022)