[PDF][PDF] Square-root lasso under correlated regressors: Tight statistical analysis with a wireless communications application

AM Alrashdi, MA Alrasheedi - AIMS Mathematics, 2024 - aimspress.com
This paper provided a comprehensive analysis of sparse signal estimation from noisy and
possibly underdetermined linear observations in the high-dimensional asymptotic regime …

High-Dimensional Analysis of Regularized Convex Optimization Problems with Application to Massive MIMO Wireless Communication Systems

A Alrashdi - 2021 - repository.kaust.edu.sa
In the past couple of decades, the amount of data available has dramatically in-creased.
Thus, in modern large-scale inference problems, the dimension of the signal to be estimated …