Machine Learning, Time Series Analysis, Support Vector Machine, Gaussian Process, Kernel Methods.
nonstationarity are model properties, and intuition dictates that, when possible, we should always stick to the most parsimonious model. This is also known as Occam’s razor, an application of which is the maximum entropy principle. As it turns out, nonstationary time series tend to have a much