Extending classical surrogate modelling to high-dimensions through supervised dimensionality reduction: a data-driven approach

C. Lataniotis, S. Marelli, B. Sudret

Thanks to their versatility, ease of deployment and high-performance, surrogate models have become staple tools in the arsenal of uncertainty quantification (UQ). From local interp…