Distributed Machine Learning with Sparse Heterogeneous Data

Dominic Richards, Sahand N. Negahban, Patrick Rebeschini

Motivated by distributed machine learning settings such as Federated Learning, we consider the problem of fitting a statistical model across a distributed collection of heterogeneo…