The $L$-test: Increasing the Linear Model $F$-test's Power Under Sparsity Without Sacrificing Validity

Danielle Paulson, Souhardya Sengupta, Lucas Janson

We introduce a new procedure for testing the significance of a set of regression coefficients in a Gaussian linear model with $n\ge d$. Our method, the $L$-test, provides the sam…