Optimal tests for multivariate location based on interdirections and pseudo-Mahalanobis ranks
Hallin, Marc ; Paindaveine, Davy
Ann. Statist., Tome 30 (2002) no. 1, p. 1103-1133 / Harvested from Project Euclid
We propose a family of tests, based on Randles' (1989) concept of interdirections and the ranks of pseudo-Mahalanobis distances computed with respect to a multivariate M-estimator of scatter due to Tyler (1987), for the multivariate one-sample problem under elliptical symmetry. These tests, which generalize the univariate signed-rank tests, are affine-invariant. Depending on the score function considered (van der Waerden, Laplace,...), they allow for locally asymptotically maximin tests at selected densities (multivariate normal, multivariate double-exponential,...). Local powers and asymptotic relative efficiencies are derived--with respect to Hotelling's test, Randles' (1989) multivariate sign test, Peters and Randles' (1990) Wilcoxon-type test, and with respect to the Oja median tests. We, moreover, extend to the multivariate setting two famous univariate results: the traditional Chernoff-Savage (1958) property, showing that Hotelling's traditional procedure is uniformly dominated, in the Pitman sense, by the van der Waerden version of our tests, and the celebrated Hodges-Lehmann (1956) ".864 result," providing, for any fixed space dimension $k$, the lower bound for the asymptotic relative efficiency of Wilcoxon-type tests with respect to Hotelling's. ¶ These asymptotic results are confirmed by a Monte Carlo investigation, and application to a real data set.
Publié le : 2002-08-14
Classification:  Elliptical symmetry,  Hotelling test,  interdirections,  LAN,  multivariate ranks,  multivariate signs,  rank tests,  62M15,  62G35
@article{1031689019,
     author = {Hallin, Marc and Paindaveine, Davy},
     title = {Optimal tests for multivariate location based on interdirections and pseudo-Mahalanobis ranks},
     journal = {Ann. Statist.},
     volume = {30},
     number = {1},
     year = {2002},
     pages = { 1103-1133},
     language = {en},
     url = {http://dml.mathdoc.fr/item/1031689019}
}
Hallin, Marc; Paindaveine, Davy. Optimal tests for multivariate location based on interdirections and pseudo-Mahalanobis ranks. Ann. Statist., Tome 30 (2002) no. 1, pp.  1103-1133. http://gdmltest.u-ga.fr/item/1031689019/