Dimensionality reduction can be used as a surrogate model for high-dimensional forward uncertainty quantification

Jungho Kim, Sang-ri Yi, Ziqi Wang

We introduce a method to construct a stochastic surrogate model from the results of dimensionality reduction in forward uncertainty quantification. The hypothesis is that the high-…