Confidence regions for high-dimensional generalized linear models under sparsity

Jana Janková, Sara van de Geer

We study asymptotically normal estimation and confidence regions for low-dimensional parameters in high-dimensional sparse models. Our approach is based on the ${\ell }_1$-penalized M…