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,…
math.ST2026
Gaussian Approximations for the th coordinate of sums of random vectors
Yixi Ding, Qizhai Li, Yuke Shi +1
We consider the problem of Gaussian approximation for the th coordinate of a sum of high-dimensional random vectors. Such a problem has been studied previously for (i.e.…