Keneth L. Clarkson, Elad Hazan, David P. Woodruff (2012). Sublinear Optimization for Machine Learning. Journal of the ACM (JACM), Volume 59 Issue 5, October 2012. IBM 2012 Pat Goldberg Memorial Best Paper Award
Category: Journal Articles
Online Submodular Minimization
Elad Hazan, Satyen Kale (2012). Online Submodular Minimization.
Journal of Machine Learning Research (JMLR) 13 (pp. 2903-2922).
The Multiplicative Weights Update Method: A Meta-Algorithm and Applications
Sanjeev Arora, Elad Hazan, Satyen Kale (2012). The Multiplicative Weights Update Method: A Meta-Algorithm and Applications. Theory of Computing, Volume 8 (2012) Article 6 (pp. 121-164).
On Stochastic and Worst-case Models for Investing
Elad Hazan, Satyen Kale (2011). On Stochastic and Worst-case Models for Investing. To appear in Mathematical Finance.
How hard is it to approximate the best Nash equilibrium?
Elad Hazan, Robert Krauthgamer (2011). How hard is it to approximate the best Nash equilibrium? SIAM Journal on Computing (SICOMP) 40(1) (pp. 79-91) .
Universal MMSE Filtering With Logarithmic Adaptive Regret
Dan Garber, Elad Hazan (2011). Universal MMSE Filtering With Logarithmic Adaptive Regret. To appear IEEE Transactions on Signal Processing.
Adaptive Subgradient Methods for Online Learning and Stochastic Optimization.
Jhon Duchi, Elad Hazan, Yoram Singer (2011). Adaptive Subgradient Methods for Online Learning and Stochastic Optimization. Journal of Machine Learning Research (JMLR) Volume 12, 2/1/2011 (pp. 2121-2159) .
Better Algorithms for Benign Bandits
Elad Hazan, Satyen Kale (2011). Better Algorithms for Benign Bandits.
Journal of Machine Learning Research (JMLR) 12, (pp. 1287-1311).