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Shai Shalev-Shwartz
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On Lower and Upper Bounds for Smooth and Strongly Convex Optimization Problems


Mar 23, 2015
Yossi Arjevani, Shai Shalev-Shwartz, Ohad Shamir

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SDCA without Duality


Feb 22, 2015
Shai Shalev-Shwartz

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Multiclass learnability and the ERM principle


Nov 24, 2014
Amit Daniely, Sivan Sabato, Shai Ben-David, Shai Shalev-Shwartz

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* Journal of Machine Learning Research, 16(Jul):1275-1304, 2015 
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On the Computational Efficiency of Training Neural Networks


Oct 28, 2014
Roi Livni, Shai Shalev-Shwartz, Ohad Shamir

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* Section 2 is revised due to a mistake 
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Optimal Learners for Multiclass Problems


May 10, 2014
Amit Daniely, Shai Shalev-Shwartz

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The complexity of learning halfspaces using generalized linear methods


May 10, 2014
Amit Daniely, Nati Linial, Shai Shalev-Shwartz

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From average case complexity to improper learning complexity


Mar 09, 2014
Amit Daniely, Nati Linial, Shai Shalev-Shwartz

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* 34 pages 
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An Algorithm for Training Polynomial Networks


Feb 20, 2014
Roi Livni, Shai Shalev-Shwartz, Ohad Shamir

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Accelerated Proximal Stochastic Dual Coordinate Ascent for Regularized Loss Minimization


Oct 08, 2013
Shai Shalev-Shwartz, Tong Zhang

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Efficient Active Learning of Halfspaces: an Aggressive Approach


May 25, 2013
Alon Gonen, Sivan Sabato, Shai Shalev-Shwartz

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* Journal of Machine Learning Research, 14(Sep):2487-2519, 2013 
 * Full version of: Gonen, Sabato and Shalev-Shwartz, "Efficient Active Learning of Halfspaces: an Aggressive Approach", ICML 2013 
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