Consistency of Empirical Bayes And Kernel Flow For Hierarchical Parameter Estimation

Yifan Chen, Houman Owhadi, Andrew M. Stuart

Gaussian process regression has proven very powerful in statistics, machine learning and inverse problems. A crucial aspect of the success of this methodology, in a wide range of a…