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Uncertainty quantification for critical energy systems during compound extremes via BMW-GAM
Mitchell L. Krock, W. Neal Mann, Zhi Zhou
Extreme weather poses a large risk to critical energy systems (Ekisheva, Rieder, Norris, Lauby, & Dobson 2021; Levin, Botterud, Mann, Kwon, & Zhou 2022). Uncertainty quantification…
Penalized basis models for very large spatial datasets
Mitchell Krock, William Kleiber, Stephen Becker
Many modern spatial models express the stochastic variation component as a basis expansion with random coefficients. Low rank models, approximate spectral decompositions, multireso…
Modeling and emulation of nonstationary Gaussian fields
Douglas Nychka, Dorit Hammerling, Mitchell Krock +1
Geophysical and other natural processes often exhibit non-stationary covariances and this feature is important to take into account for statistical models that attempt to emulate t…