Concentration of Maxima and Fundamental Limits in High-Dimensional Testing and Inference

af Zheng Gao

This book provides a unified exposition of some fundamental theoretical problems in high-dimensional statistics. Based on a surprising connection to a concentration of maxima probabilistic phenomenon, the authors obtain a complete characterization of the exact support recovery problem for thresholding estimators under dependent errors.