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Approximation Theorems for High-Dimensional Canonical U-Statistics: Gaussian Chaos and Phase Transition

Cai, Leheng et al.
arXiv (All) · Papers
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statistics-theory
We study simultaneous inference for maxima of canonical order-two $U$-statistics in high dimension. Degeneracy makes quadratic fluctuations leading, so ordinary Gaussian calibration can fail even after exact variance normalization. We show that the appropriate general target is a joint signed Gaussi
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