Beyond Gaussian Approximation: Bootstrap for Maxima of Sums of Independent Random Vectors

Hang Deng, Cun-Hui Zhang

The Bonferroni adjustment, or the union bound, is commonly used to study rate optimality properties of statistical methods in high-dimensional problems. However, in practice, the B…