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* Hu, Kwok, Pan. Accelerated Gradient Methods for. Stochastic Optimization and Online Learning. NIPS 09 [ [[http://www.cse.ust.hk/~weikep/papers/NIPS-09-Stochastic.pdf|pdf]] ]. | * Hu, Kwok, Pan. Accelerated Gradient Methods for. Stochastic Optimization and Online Learning. NIPS 09 [ [[http://www.cse.ust.hk/~weikep/papers/NIPS-09-Stochastic.pdf|pdf]] ]. | ||
* Nesterov. Efficiency of coordinate descent methods on huge-scale optimization problems. [ [[http://www.optimization-online.org/DB_FILE/2010/01/2527.pdf|pdf]] ], [ [[http://www.optimization-online.org/DB_HTML/2010/01/2527.html|html]] ]. | * Nesterov. Efficiency of coordinate descent methods on huge-scale optimization problems. [ [[http://www.optimization-online.org/DB_FILE/2010/01/2527.pdf|pdf]] ], [ [[http://www.optimization-online.org/DB_HTML/2010/01/2527.html|html]] ]. | ||
+ | * Shalev-Shwartz, S., Singer, Y., and Srebro, N. 2007. Pegasos: Primal Estimated sub-GrAdient SOlver for SVM. In Proceedings of the 24th international Conference on Machine Learning (Corvalis, Oregon, June 20 - 24, 2007). Z. Ghahramani, Ed. ICML '07, vol. 227. ACM, New York, NY, 807-814. [ [[http://www.cs.huji.ac.il/~shais/papers/ShalevSiSr07.pdf|pdf]] ]. |