Partially Observable Gaussian Process Network and Doubly Stochastic Variational Inference

Saksham Kiroriwal, Julius Pfrommer, Jürgen Beyerer

To reduce the curse of dimensionality for Gaussian processes (GP), they can be decomposed into a Gaussian Process Network (GPN) of coupled subprocesses with lower dimensionality. I…