Machine Learning, Time Series Analysis, Support Vector Machine, Gaussian Process, Kernel Methods.
nonstationary time series or functional prior, you are expressing some domain knowledge. So, if you have no domain knowledge, you should stick to stationary kernels, assuming you absolutely want to choose one or the other. Let me provide another explanation. At the end of the day, stationarity and