On the inconsistency of ${\ell }_1$-penalised sparse precision matrix estimation

Otte Heinävaara, Janne Leppä-aho, Jukka Corander +1

Various ${\ell }_1$-penalised estimation methods such as graphical lasso and CLIME are widely used for sparse precision matrix estimation. Many of these methods have been shown to be…