Active Subspace–Enhanced Support Vector Regression Model for High-Dimensional Probabilistic Uncertainty Propagation

Abstract

AbstractThe computational costs of surrogate model–assisted uncertainty quantification methods become intractable for high-dimensional problems. However, many high-dimensional problems are intrinsically low-dimensional if the output response exhibits some ...