Shai Shalev-Shwartz
Shai Shalev-Shwartz
Verified email at cs.huji.ac.il - Homepage
TitleCited byYear
Pegasos: Primal estimated sub-gradient solver for svm
S Shalev-Shwartz, Y Singer, N Srebro, A Cotter
Mathematical programming 127 (1), 3-30, 2011
20932011
Online passive-aggressive algorithms
K Crammer, O Dekel, J Keshet, S Shalev-Shwartz, Y Singer
Journal of Machine Learning Research 7 (Mar), 551-585, 2006
17992006
Understanding Machine Learning: From Theory to Algorithms
S Shalev-Shwartz, S Ben-David
Cambridge University Press, 2014
17532014
Understanding Machine Learning: From Theory to Algorithms
S Shalev-Shwartz, S Ben-David
Cambridge University Press, 2014
17532014
Efficient projections onto the l 1-ball for learning in high dimensions
J Duchi, S Shalev-Shwartz, Y Singer, T Chandra
Proceedings of the 25th international conference on Machine learning, 272-279, 2008
10782008
Online learning and online convex optimization
S Shalev-Shwartz
Foundations and Trends« in Machine Learning 4 (2), 107-194, 2012
10392012
Stochastic dual coordinate ascent methods for regularized loss minimization
S Shalev-Shwartz, T Zhang
Journal of Machine Learning Research 14 (Feb), 567-599, 2013
7892013
Stochastic methods for l1-regularized loss minimization
S Shalev-Shwartz, A Tewari
Journal of Machine Learning Research 12 (Jun), 1865-1892, 2011
3882011
Online and batch learning of pseudo-metrics
S Shalev-Shwartz, Y Singer, AY Ng
Proceedings of the twenty-first international conference on Machine learning, 94, 2004
3412004
Accelerated proximal stochastic dual coordinate ascent for regularized loss minimization
S Shalev-Shwartz, T Zhang
International conference on machine learning, 64-72, 2014
3212014
SVM optimization: inverse dependence on training set size
S Shalev-Shwartz, N Srebro
Proceedings of the 25th international conference on Machine learning, 928-935, 2008
2742008
Composite Objective Mirror Descent.
JC Duchi, S Shalev-Shwartz, Y Singer, A Tewari
COLT, 14-26, 2010
2702010
On the computational efficiency of training neural networks
R Livni, S Shalev-Shwartz, O Shamir
Advances in neural information processing systems, 855-863, 2014
2392014
Online learning: Theory, algorithms, and applications
S Shalev-Shwartz, Y Singer
2212007
Learnability, stability and uniform convergence
S Shalev-Shwartz, O Shamir, N Srebro, K Sridharan
Journal of Machine Learning Research 11 (Oct), 2635-2670, 2010
2162010
The forgetron: A kernel-based perceptron on a budget
O Dekel, S Shalev-Shwartz, Y Singer
SIAM Journal on Computing 37 (5), 1342-1372, 2008
1852008
Safe, multi-agent, reinforcement learning for autonomous driving
S Shalev-Shwartz, S Shammah, A Shashua
arXiv preprint arXiv:1610.03295, 2016
1822016
Stochastic Convex Optimization.
S Shalev-Shwartz, O Shamir, N Srebro, K Sridharan
COLT, 2009
1742009
Regularization techniques for learning with matrices
SM Kakade, S Shalev-Shwartz, A Tewari
Journal of Machine Learning Research 13 (Jun), 1865-1890, 2012
1422012
Trading accuracy for sparsity in optimization problems with sparsity constraints
S Shalev-Shwartz, N Srebro, T Zhang
SIAM Journal on Optimization 20 (6), 2807-2832, 2010
1402010
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