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M-Estimators of Scale with Minimum Gross Errors Sensitivity
Authors:D Szatmari-Voicu
Institution:Department of Mathematical Sciences , University of Texas at El Paso , El Paso, Texas, USA
Abstract:The median absolute deviation (MAD) is known to be the M-estimator of scale with minimum gross errors sensitivity (GES) when the error distribution is known to be symmetric and strongly unimodal. The problem considered here is to find the Fisher consistent M-estimator with minimum GES when the error distribution is symmetric but not necessarily unimodal. Under some general conditions, the score function χ corresponding to the minimizing M-estimator has the form χ(x) = ?1 when |x| < a; χ(x) = c when a < |x| < b; χ(x) = 1 when |x| > b. An example is given in which the M-estimator with minimum GES does not correspond to the MAD.
Keywords:Gross errors sensitivity  M-estimators  Robust estimation  Scale estimators
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