ON AN ADAPTIVE TRANSFORMATION-RETRANSFORMATION ESTIMATE OF MULTIVARIATE LOCATION

Citation
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
ISSN journal
13697412 → ACNP
Volume
60
Year of publication
1998
Part
1
Pages
145 - 157
Database
ISI
SICI code
1369-7412(1998)60:<145:OAATEO>2.0.ZU;2-V
Abstract
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.