Scalable Methods for Nonsmooth Optimization Problems

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Event details

Date 07.08.2017
Hour 14:0016:00
Speaker Ahmet Alacaoglu
Location
Category Conferences - Seminars

EDIC candidacy exam
Exam president: Prof. Martin Jaggi
Thesis advisor: Prof. Volkan Cevher
Co-examiner: Prof. Michel Bierlaire

Abstract

Background papers

Efficiency of coordinate descent methods on huge-scale optimization problems, by Y. Nesterov, SIAM J. Optim., 2012.
Accelerated, parallel, and proximal coordinate descent, by O. Fercoq and P. Richtarik, SIAM J. Optim., 2015.
Federated Optimization: Distributed Machine Learning for On-Device Intelligence, by J. Konecny, H. Brendan McMahan, D. Ramage and P. Richtarik, arXiv preprint, 2016.
 

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EDIC candidacy exam

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