Gaussian Process for Noisy Inputs with Ordering Constraints

Cuong Tran, Vladimir Pavlovic, Robert Kopp

We study the Gaussian Process regression model in the context of training data with noise in both input and output. The presence of two sources of noise makes the task of learning…