Locally Adaptive Bayes Nonparametric Regression via Nested Gaussian Processes

Bin Zhu, David B. Dunson

We propose a nested Gaussian process (nGP) as a locally adaptive prior for Bayesian nonparametric regression. Specified through a set of stochastic differential equations (SDEs), t…