Band-limited Gaussian processes, nondeterministic processes, and optimum encoding

It is shown that for optimal rate distortion theoretic encoding subject to a mean squared error fidelity criterion, a band-limited Gaussian source can be regarded as nondeterministic. This result establishes that for optimal discrete time encoding, there is no contradiction between Hilbert space theory and rate distortion theory as has been suggested in the literature.