PLS-based adaptation for efficient PCE representation in high dimensions. - Iason Papaioannou; Max Ehre; Daniel Straub (J. Comput. Phys., 2019)

A framework for global reliability sensitivity analysis in the presence of multi-uncertainty. - Max Ehre; Iason Papaioannou; Daniel Straub (Reliab. Eng. Syst. Saf., 2020)

Global sensitivity analysis in high dimensions with PLS-PCE. - Max Ehre; Iason Papaioannou; Daniel Straub (Reliab. Eng. Syst. Saf., 2020)

Decision-theoretic reliability sensitivity. - Daniel Straub; Max Ehre; Iason Papaioannou (Reliab. Eng. Syst. Saf., 2022)

Sequential Active Learning of Low-Dimensional Model Representations for Reliability Analysis. - Max Ehre; Iason Papaioannou; Bruno Sudret; Daniel Straub (SIAM J. Sci. Comput., 2022)

Certified Dimension Reduction for Bayesian Updating with the Cross-Entropy Method. - Max Ehre; Rafael Flock; Martin Fußeder; Iason Papaioannou; Daniel Straub (SIAM/ASA J. Uncertain. Quantification, 2023)