Asymmetric kernel in Gaussian Processes for learning target variance

Silvia L. Pintea, Jan C. van Gemert, Arnold W. M. Smeulders

This work incorporates the multi-modality of the data distribution into a Gaussian Process regression model. We approach the problem from a discriminative perspective by learning,…