The choice of covariance function for the Gaussian process is crucial as it determines the smoothness properties of the samples. Commonly used kernels include the squared-exponential, also known as the Radial Basis Function or RBF kernel, k SE ; and the periodic kernel, k P ER , as shown in Equations 2 and 3: