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Statistica Sinica 6(1996), 367-374


CROSS-CHECKING USING THE MINIMUM VOLUME

ELLIPSOID ESTIMATOR


Xuming He and Gang Wang


University of Illinois and Depaul University


Abstract: We show that for a wide class of elliptic models the minimum volume ellipsoid estimator is strongly consistent and the estimating functional is continuous with respect to a weak metric. We also propose to compute an efficient estimator cross-checked by the minimum volume ellipsoid estimator. The former is taken if both estimators stay close to each other based on an affine invariant discrepancy measure. Otherwise, a high breakdown point procedure is called for. This allows us to retain good efficiency for uncontaminated data and at the same time protect against gross errors.



Key words and phrases: Breakdown point, strong consistency, efficiency, elliptic distribution, multivariate location and scatter.



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