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Comparing robust generalized variances and comments on efficiency
Authors:Rand R Wilcox  
Institution:aDepartment of Psychology, University of Southern California, Los Angeles, CA 90089-1061, United States
Abstract:Numerous papers have considered the problem of comparing univariate measures of dispersion corresponding to two independent groups. This paper considers a multivariate generalization of this problem where the goal is to compare robust generalized variances. For reasons given in the paper, attention is focused on a particular W-estimator where multivariate outliers are downweighted via a projection-type outlier detection method. Included are results on the small-sample efficiency of several estimators plus comments on using the usual generalized variance.
Keywords:Robust measures of scatter  Skipped estimators  S-estimators  Minimum volume ellipsoid estimator  Minimum covariance determinant estimator  Multivariate outliers
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