A study is made of some unusual location estimates first proposed in 1
977 by J. S. Maritz, M. Wu, and R. G. Staudte, Jr., who established so
me strong robustness properties of these estimates, such as redescendi
ng influence functions and, in some cases, full efficiency at the Cauc
hy model. It is further shown here that the estimates, called M-W-S es
timates, are derivable from a rank-based scheme founded on convex func
tions and hence are regular, are unique, and have associated tests and
confidence intervals. The tests belong to a family of signed-rank-typ
e tests, and their distributions have nice combinatorial properties. I
t is not the case, therefore, that a redescending influence function n
eed imply all the computational irregularities possessed by redescendi
ng M estimates. In addition, M-W-S estimates are shown to have breakdo
wn point of .5, a very strong robustness property.