Locally induced Gaussian processes for large-scale simulation experiments

D. Austin Cole, Ryan Christianson, Robert B. Gramacy

Gaussian processes (GPs) serve as flexible surrogates for complex surfaces, but buckle under the cubic cost of matrix decompositions with big training data sizes. Geospatial and ma…