Certain equivalences between the Godard and Shalvi-Weinstein schemes have b
een previously noted under special circumstances. We present here a simple
proof for real signals that an equivalence can be established assuming litt
le more than stationarity to fourth order of the equalizer input; the exact
nature of the input sequence proves otherwise irrelevant to the validity o
f the equivalence. The equivalence also carries over to complex signals, bu
t subject to more restrictive circularity conditions. In a communication co
ntext, the equivalence implies that many performance issues, such as suscep
tibility to local minima, the ability (or lack there of) to open the eye, o
r mean performance degradations due to channel noise and/or source correlat
ion properties, are common to the two, even when applied with nonlinear cha
nnels. Our equivalence also indicates a simple modification to the Godard a
lgorithm to render it applicable to leptokurtic sources. (C) 1999 Elsevier
Science B.V. All rights reserved.