High-dimensional analysis of ridge regression for non-identically distributed data with a variance profile

Jérémie Bigot, Issa-Mbenard Dabo, Camille Male

High-dimensional linear regression has been thoroughly studied in the context of independent and identically distributed data. We propose to investigate high-dimensional regression…