Machine Learning, Time Series Analysis, Support Vector Machine, Gaussian Process, Kernel Methods.
‘learn nonstationarity’ from the data in a Bayesian nonparametric fashion. The intuition here comes from the realization that by modulating the inputs or the output of a stationary stochastic process with a deterministic function, we obtain a nonstationary stochastic process. This is certainly