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stat.ME2026
Quantification and Decomposition of Uncertainty Using Sliced-Normal Distribution: With Applications to NASA Data
Arindam RoyChowdhury, Luis G. Crespo, Henry Lam
Modeling multivariate distributions with nonlinear dependence, multimodality, and tractable analytical structure for downstream applications is a central challenge in uncertainty q…
stat.ME2026
Robust Design in the Presence of Aleatoric and Epistemic Uncertainty
Luis G. Crespo
This paper proposes strategies for designing a system whose computational model is subject to aleatory and epistemic uncertainty. Aleatory variables, which are caused by randomness…