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bootstrap methods 1gaussian approximation 1high-dimensional inference 1multiplier bootstrap 1order statistics 1

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math.ST2026

Gaussian Multiplier Bootstrap Procedure for the th Largest Coordinate of High-Dimensional Statistics

Yixi Ding, Qizhai Li, Yuke Shi +2

The paper develops Gaussian multiplier bootstrap techniques for estimating the distribution of the kth largest coordinate (or top‑k order statistics) in high‑dimensional settings,…