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Bayesian functional {ANOVA} modeling using Gaussian process prior distributions

Bayesian functional {ANOVA} modeling using Gaussian process prior distributions

Functional analysis of variance (ANOVA) models partition a functional response according to the main effects and interactions of various factors. This article develops a general framework for functional ANOVA modeling from a Bayesian viewpoint, assigning Gaussian process prior distributions to each batch of functional effects. We discuss the choices to …