The asymptotics of Rousseeuw's minimum volume ellipsoid estimator

Rousseeuw's minimum volume estimator for multivariate location and dispersion parameters has the highest possible breakdown point for an affine equivariant estimator. In this paper we establish that it satisfies a local Holder condition of order $1/2$ and converges weakly at the rate of $n^{-1/3}$ to a non-Gaussian distribution.

[1]  D. Titterington Optimal design: Some geometrical aspects of D-optimality , 1975 .

[2]  D. F. Andrews,et al.  Robust Estimates of Location: Survey and Advances. , 1975 .

[3]  R. Maronna Robust $M$-Estimators of Multivariate Location and Scatter , 1976 .

[4]  Götz Dietrich Kersting,et al.  Die Geschwindigkeit der Glivenko-Cantelli-Konvergenz gemessen in der Prohorov-Metrik , 1978 .

[5]  D. Titterington,et al.  Minimum Covering Ellipses , 1980 .

[6]  D. Pollard Convergence of stochastic processes , 1984 .

[7]  Peter J. Rousseeuw,et al.  ROBUST REGRESSION BY MEANS OF S-ESTIMATORS , 1984 .

[8]  P. Rousseeuw Least Median of Squares Regression , 1984 .

[9]  W. Härdle,et al.  Robust and Nonlinear Time Series Analysis , 1984 .

[10]  P. Rousseeuw Multivariate estimation with high breakdown point , 1985 .

[11]  J.M. Steele,et al.  Algorithms and complexity for least median of squares regression , 1986, Discret. Appl. Math..

[12]  P. L. Davies,et al.  Asymptotic behaviour of S-estimates of multivariate location parameters and dispersion matrices , 1987 .

[13]  Peter J. Rousseeuw,et al.  Robust regression and outlier detection , 1987 .

[14]  J. Wellner,et al.  Empirical Processes with Applications to Statistics , 2009 .

[15]  R. Grübel The Length of the Shorth , 1988 .

[16]  P. L. Davies,et al.  The asymptotics of S-estimators in the linear regression model , 1990 .

[17]  D. Pollard,et al.  Cube Root Asymptotics , 1990 .

[18]  D. G. Simpson,et al.  Unmasking Multivariate Outliers and Leverage Points: Comment , 1990 .

[19]  D. Nolan The excess-mass ellipsoid , 1991 .

[20]  P. Rousseeuw,et al.  Breakdown Points of Affine Equivariant Estimators of Multivariate Location and Covariance Matrices , 1991 .

[21]  An efficient Fre´chet differentiable high breakdown multivariate location and dispersion estimator , 1992 .