Gaussian processes with built-in dimensionality reduction: Applications in high-dimensional uncertainty propagation

Ilias Bilionis, Rohit Tripathy, Marcial Gonzalez

The prohibitive cost of performing Uncertainty Quantification (UQ) tasks with a very large number of input parameters can be addressed, if the response exhibits some special struct…