Machine Learning, Time Series Analysis, Support Vector Machine, Gaussian Process, Kernel Methods.
translation-invariance of the covariance function of f aims at avoiding to provide any domain-specific prior knowledge about the modulating function. Clearly, for a known modulating function f the covariance function, which works out to be is not (necessarily) translation-invariant, as intended.