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The kernel recursive least-squares algorithm
- Y. Engel, Shie Mannor, R. Meir
- Computer ScienceIEEE Transactions on Signal Processing
- 1 August 2004
TLDR
A Tutorial on the Cross-Entropy Method
- P. Boer, Dirk P. Kroese, Shie Mannor, R. Rubinstein
- Computer ScienceAnn. Oper. Res.
- 2005
TLDR
Action Elimination and Stopping Conditions for the Multi-Armed Bandit and Reinforcement Learning Problems
- Eyal Even-Dar, Shie Mannor, Y. Mansour
- Computer ScienceJ. Mach. Learn. Res.
- 1 December 2006
TLDR
PAC Bounds for Multi-armed Bandit and Markov Decision Processes
- Eyal Even-Dar, Shie Mannor, Y. Mansour
- Computer ScienceCOLT
- 8 July 2002
TLDR
Reinforcement learning with Gaussian processes
- Y. Engel, Shie Mannor, R. Meir
- Computer ScienceICML
- 7 August 2005
TLDR
Robustness and generalization
- Huan Xu, Shie Mannor
- Computer ScienceMachine Learning
- 12 May 2010
We derive generalization bounds for learning algorithms based on their robustness: the property that if a testing sample is “similar” to a training sample, then the testing error is close to the…
The Sample Complexity of Exploration in the Multi-Armed Bandit Problem
- Shie Mannor, J. Tsitsiklis
- Computer Science, MathematicsJ. Mach. Learn. Res.
- 1 December 2004
TLDR
Reward Constrained Policy Optimization
- Chen Tessler, D. Mankowitz, Shie Mannor
- Computer ScienceICLR
- 28 May 2018
TLDR
Robustness and Regularization of Support Vector Machines
- Huan Xu, C. Caramanis, Shie Mannor
- Computer ScienceJ. Mach. Learn. Res.
- 24 March 2008
TLDR
Percentile Optimization for Markov Decision Processes with Parameter Uncertainty
- E. Delage, Shie Mannor
- Computer ScienceOper. Res.
- 2010
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