The problem of multichannel signal separation has attracted considerab
le interest in recent literature, A variety of methods and criteria ha
ve been proposed to solve the problem based on statistical independenc
e between the source signals. Most of these criteria involve the compu
tation of high-order statistics of the observed signals. In this paper
, we present a unified framework for many of these criteria and analyz
e their statistical variance.