Support Collapse of Deep Gaussian Processes with Polynomial Kernels for a Wide Regime of Hyperparameters

Daryna Chernobrovkina, Steffen Grünewälder

We analyze the prior that a Deep Gaussian Process with polynomial kernels induces. We observe that, even for relatively small depths, averaging effects occur within such a Deep Gau…