3 papers
stat.ME2022
Automatic Dynamic Relevance Determination for Gaussian process regression with high-dimensional functional inputs
Luis Damiano, Margaret Johnson, Joaquim Teixeira +2
In the context of Gaussian process regression with functional inputs, it is common to treat the input as a vector. The parameter space becomes prohibitively complex as the number o…
stat.AP2022
Prediction for Distributional Outcomes in High-Performance Computing I/O Variability
Li Xu, Yili Hong, Max D. Morris +1
Although high-performance computing (HPC) systems have been scaled to meet the exponentially-growing demand for scientific computing, HPC performance variability remains a major ch…
stat.CO2018
Functional ANOVA with Multiple Distributions: Implications for the Sensitivity Analysis of Computer Experiments
Emanuele Borgonovo, Max D. Morris, Elmar Plischke
The functional ANOVA expansion of a multivariate mapping plays a fundamental role in statistics. The expansion is unique once a unique distribution is assigned to the covariates. R…