Expanded methods

The graphical model of DGP is summarized in Figure 1 . First let's define the potential function Now let's define the Gaussian bump. We will write everything in vector form hereafter. We want to "let the data speak" and avoid oversmoothing, so the penalty weights Given the approximate posterior (eq. To understand the various terms in the ELBO above it is helpful to start with a simpler special case.