Yue-Heng Wu

Bayes Factor Testing of Linear and Nonlinear Effects in Additive Gaussian Process Regression

Gaussian process regression flexibly models nonlinear relationships between predictors and an outcome variable. A central question in this modeling framework is whether each predictor affects the outcome linearly, nonlinearly, or not at all. We propose a Bayesian testing framework for this problem within additive Gauss...