B. Chakraborty et P. Chaudhuri, ON AN ADAPTIVE TRANSFORMATION-RETRANSFORMATION ESTIMATE OF MULTIVARIATE LOCATION, Journal of the Royal Statistical Society. Series B: Methodological, 60, 1998, pp. 145-157
Citations number
19
Categorie Soggetti
Statistic & Probability","Statistic & Probability
Journal title
Journal of the Royal Statistical Society. Series B: Methodological
An affine equivariant estimate of multivariate location based on an ad
aptive transformation and retransformation approach is studied. The wo
rk is primarily motivated by earlier work on different versions of the
multivariate median and their properties. We explore an issue related
to efficiency and equivariance that was originally raised by Bickel a
nd subsequently investigated by Brown and Hettmansperger. Our estimate
has better asymptotic performance than the vector of co-ordinatewise
medians when the variables are substantially correlated. The finite sa
mple performance of the estimate is investigated by using Monte Carlo
simulations. Some examples are presented to demonstrate the effect of
the adaptive transformation-retransformation strategy in the construct
ion of multivariate location estimates for real data.