Machine Learning, Time Series Analysis, Support Vector Machine, Gaussian Process, Kernel Methods.
above would still hold. I hope I’ve convinced you by now that nothing about your data requires nonstationarity. Now, let us consider a practical example to illustrate how knowledge can be encoded as nonstationarity. We want to learn a function f defined on [-1, 1] in a Bayesian nonparametric