@inproceedings {paramServer, author = {Mu Li and David G. Andersen and Jun Woo Park and Alexander J. Smola and Amr Ahmed and Vanja Josifovski and James Long and Eugene J. Shekita and Bor-Yiing Su}, title = {Scaling Distributed Machine Learning with the Parameter Server}, booktitle = {11th USENIX Symposium on Operating Systems Design and Implementation (OSDI 14)}, year = {2014}, month = Oct, isbn = { 978-1-931971-16-4}, address = {Broomfield, CO}, pages = {583--598}, url = {https://www.usenix.org/conference/osdi14/technical-sessions/presentation/li_mu}, publisher = {USENIX Association}, } @article{DuchiAW12, author = {Duchi, John C. and Agarwal, Alekh and Wainwright, Martin J.}, biburl = {http://www.bibsonomy.org/bibtex/241ff9a4754f77538c4d5076acebbf772/dblp}, ee = {http://dx.doi.org/10.1109/TAC.2011.2161027}, journal = {IEEE Trans. Automat. Contr.}, keywords = {dblp}, number = 3, pages = {592-606}, title = {Dual Averaging for Distributed Optimization: Convergence Analysis and Network Scaling.}, url = {http://dblp.uni-trier.de/db/journals/tac/tac57.html#DuchiAW12}, volume = 57, year = 2012 } @INPROCEEDINGS{Zinkevich, author = {Martin A. Zinkevich and Alex Smola and Markus Weimer and Lihong Li}, title = {Parallelized stochastic gradient descent}, booktitle = {Advances in Neural Information Processing Systems 23}, year = {2010}, pages = {2595--2603} } @article{Dekel, author = {Dekel, Ofer and Gilad-Bachrach, Ran and Shamir, Ohad and Xiao, Lin}, biburl = {http://www.bibsonomy.org/bibtex/20603ddb3c1f66680cb38f01683f544c3/dblp}, ee = {http://arxiv.org/abs/1012.1367}, journal = {CoRR}, keywords = {dblp}, title = {Optimal Distributed Online Prediction using Mini-Batches}, url = {http://dblp.uni-trier.de/db/journals/corr/corr1012.html#abs-1012-1367}, volume = {abs/1012.1367}, year = 2010 } @inproceedings{Low, title = {GraphLab: A New Parallel Framework for Machine Learning}, author = {Yucheng Low and Joseph Gonzalez and Aapo Kyrola and Danny Bickson and Carlos Guestrin and Joseph M. Hellerstein}, booktitle = {Conference on Uncertainty in Artificial Intelligence (UAI)}, month = {July}, year = {2010}, address = {Catalina Island, California}, wwwfilebase = {uai2010-low-gonzalez-kyrola-bickson-guestrin-hellerstein}, wwwtopic = {Parallel Learning}, } @article{Agarwal, author = {Agarwal, Alekh and Chapelle, Olivier and Dudík, Miroslav and Langford, John}, biburl = {http://www.bibsonomy.org/bibtex/2e0e1d583d5b30e917e67124acbe3acd4/dblp}, ee = {http://arxiv.org/abs/1110.4198}, journal = {CoRR}, keywords = {dblp}, title = {A Reliable Effective Terascale Linear Learning System}, url = {http://dblp.uni-trier.de/db/journals/corr/corr1110.html#abs-1110-4198}, volume = {abs/1110.4198}, year = 2011 }