We consider the class of probability measures in the Euclidean space possessing finite absolute moments of an arbitrary order. Making use of formulae for representing absolute moments in terms of Fourier transforms, we characterize its Fourier image and construct Fourier-based probability metrics which make the space complete. As applications, we investigate the asymptotic behavior of solutions to the heat-diffusion equations from a probability view-point.