Distributed Optimization for Non-Strongly Convex Regularizers

By Dr. Matthias Seeger, Virginia Smith. 2016

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

1. Martin Jaggi
2. Chenxin Ma
3. Jakub Konecný
4. Simone Forte
5. Celestine Mendler-Dünner
6. Virginia Smith
7. Martin Takác
8. Peter Richtárik

Citations in the corpus

• CoCoA: A General Framework for Communication-Efficient Distributed Optimization (2016, background): “Portions of this newer work appear in SF’s Master’s Thesis (Forte, 2015) and Smith et al. (2015). more easily decomposed into subproblems in the distributed environment.”
• Primal-Dual Rates and Certificates (2016, methodology): “For L1-problems exceeding the memory capacity of a single computer, a communicationefficient distributed scheme leveraging this Lipschitzing trick is presented in (Smith et al., 2015; Forte, 2015).”