Global sensitivity analysis in high dimensions with PLS-PCE

Global sensitivity analysis is a central part of uncertainty quantification with engineering models. Variance-based sensitivity measures such as Sobol’ and total-effect indices are amongst the most popular and commonly used tools for global sensitivity analysis. Multiple sampling-based estimators of these measures are available, but they often come at considerable computational cost due to the large number of required model evaluations. If the...