Adaptive Bayesian Regression on Data with Low Intrinsic Dimensionality

Tao Tang, Nan Wu, Xiuyuan Cheng +1

We study how the posterior contraction rate under a Gaussian process (GP) prior depends on the intrinsic dimension of the predictors and the smoothness of the regression function.…