Online Gradient Computation for Warping Gaussian Process Transformations

Emilio Ruiz-Moreno, Konstantinos Slavakis, Baltasar Beferull-Lozano

Warped Gaussian processes (GPs) handle non-Gaussian observations by mapping them into a latent standard GP via a parametric transformation called warping. Existing streaming varian…