2 code implementations • 7 Nov 2016 • Virginia Smith, Simone Forte, Chenxin Ma, Martin Takac, Michael. I. Jordan, Martin Jaggi
The scale of modern datasets necessitates the development of efficient distributed optimization methods for machine learning.
no code implementations • 16 Feb 2016 • Celestine Dünner, Simone Forte, Martin Takáč, Martin Jaggi
We propose an algorithm-independent framework to equip existing optimization methods with primal-dual certificates.
2 code implementations • 13 Dec 2015 • Virginia Smith, Simone Forte, Michael. I. Jordan, Martin Jaggi
Despite the importance of sparsity in many large-scale applications, there are few methods for distributed optimization of sparsity-inducing objectives.