High-dimensional simultaneous inference with the bootstrap

Ruben Dezeure, Peter Bühlmann, Cun-Hui Zhang

We propose a residual and wild bootstrap methodology for individual and simultaneous inference in high-dimensional linear models with possibly non-Gaussian and heteroscedastic erro…