Statistical inference with F-statistics when fitting simple models to high-dimensional data

Hannes Leeb, Lukas Steinberger

We study linear subset regression in the context of the high-dimensional overall model $y=\vartheta +{\theta }^{\prime }z+\epsilon$ with univariate response $y$ and a $d$-vector of random regressors $…