Jérémie Bigot

High-Dimensional Analysis of Ridge Regression for Non-identically Distributed Data with a Variance Profile

Abstract. High-dimensional linear regression has been thoroughly studied in the context of independent and identically distributed data. We propose to investigate high-dimensional regression models for independent but non-identically distributed data. To this end, we suppose that...