A proof of the non-existence of universal nonlinearities for blind signal separation

摘要

The universally applicable nonlinearity for the blind separation of arbitrary source densities is one of the ultimate goals in blind signal processing. This paper provides a proof that such a single, universal nonlinearity for the separation of all non-Gaussian signals cannot exist.