Bayesian Function-on-Scalars Regression for High Dimensional Data

Daniel R. Kowal, Daniel C. Bourgeois

We develop a fully Bayesian framework for function-on-scalars regression with many predictors. The functional data response is modeled nonparametrically using unknown basis functio…