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Robust multivariate mean estimation: the optimality of trimmed mean

26 July 2019
Gabor Lugosi
S. Mendelson
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Abstract

We consider the problem of estimating the mean of a random vector based on i.i.d. observations and adversarial contamination. We introduce a multivariate extension of the trimmed-mean estimator and show its optimal performance under minimal conditions.

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