B. Chakraborty et P. Chaudhuri, ON A TRANSFORMATION AND RE-TRANSFORMATION TECHNIQUE FOR CONSTRUCTING AN AFFINE EQUIVARIANT MULTIVARIATE MEDIAN, Proceedings of the American Mathematical Society, 124(8), 1996, pp. 2539-2547
An affine equivariant version of multivariate median is introduced. Th
e proposed median is easy to compute and has some appealing geometric
features that are related to the configuration of a multivariate data
cloud. The transformation and re-transformation approach used in the c
onstruction of the median has some fundamental connection with the dat
a driven co-ordinate system considered by Chaudhuri and Sengupta (1993
, Journal of the American Statistical Association). Large sample stati
stical properties of the median are discussed and finite sample perfor
mance is investigated using Monte Carlo simulations.