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Robustness for free: asymptotic size and power of max-tests in high dimensions

Kock, Anders Bredahl et al.
arXiv (All) · Papers
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statistics-theory
Allowing for adversarial contamination and heavy tails, we study testing whether the mean of a high-dimensional random vector equals zero. Because standard max-tests based on sample averages are highly non-robust, we propose a max-test based on quantile-winsorized observations. The test controls asy
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