Ks. Tatsuoka et De. Tyler, On the uniqueness of S-functionals and M-functionals under nonelliptical distributions, ANN STATIST, 28(4), 2000, pp. 1219-1243
The S-functionals of multivariate location and scatter, including the MVE-f
unctionals, are known to be uniquely defined only at unimodal elliptically
symmetric distributions. The goal of this paper is to establish the uniquen
ess of these functionals under broader classes of symmetric distributions.
We also discuss some implications of the uniqueness of the functionals and
give examples of striclty unimodal and symmetric distributions for which th
e MVE-functional is not uniquely defined.
The uniqueness results for the S-functionals are obtained by embedding them
within a more general class of functionals which we call the M-functionals
with auxiliary scale. The uniqueness results of this paper are then obtain
ed for this class of multivariate functionals. Besides the S-functionals, t
he class of multivariate M-functionals with auxiliary scale include the con
strained M-functionals recently introduced by Kent and Tyler, as well as a
new multivariate generalization of Yohai's MM-functionals.