Machine Learning, Time Series Analysis, Support Vector Machine, Gaussian Process, Kernel Methods.
onset. You should work with a family of kernels that include both stationary and nonstationary kernels. The only question that should be guiding your choice of a family of kernels is whether or not there is a kernel out there, stationary or not, that performs significantly better than any kernel in