Machine Learning, Time Series Analysis, Support Vector Machine, Gaussian Process, Kernel Methods.
fashion. The only thing we know about the function is that f(0)=1. We could ignore this piece of information and model f as a draw from a stationary Gaussian process with Squared Exponential covariance function. The figure below illustrates three random draws from this functional prior and the 2