High Dimensional Bootstrap and Asymptotic Expansion for the $k$-th Largest Coordinate

Long Feng

We study bootstrap inference for the $k$th largest coordinate of a normalized sum of independent high-dimensional random vectors. Existing second-order theory for maxima does not d…