Decentralized Sparse Linear Regression via Gradient-Tracking: Linear Convergence and Statistical Guarantees

Marie Maros, Gesualdo Scutari, Ying Sun +1

We study sparse linear regression over a network of agents, modeled as an undirected graph and no server node. The estimation of the $s$-sparse parameter is formulated as a constra…