where \delta_{X_i} is an atomic probability measure (Dirac's delta) centered at X_i.
the lower (upper) bound is obtained by a probability measure that puts all the mass on the infimum (supremum) of f, i.e., G_0=\delta_{X_0} with X_0=\arg \inf f (or respectively with X_0=\arg \sup f).