Shie Mannor

Research interests

Publications

• Explainable Artificial Intelligence (XAI) techniques for energy and power systems: Review, challenges and opportunities

  Energy and AI · 2022 · https://doi.org/10.1016/j.egyai.2022.100169

• Deep Learning Reconstruction of Ultrashort Pulses

  Conference on Lasers and Electro-Optics · 2018 · 10.1364/cleo_si.2018.sth4n.1

• Reward Constrained Policy Optimization

  arXiv (Cornell University) · 2018 · https://doi.org/10.48550/arxiv.1805.11074

• Encouraging Physical Activity in Patients With Diabetes: Intervention Using a Reinforcement Learning System

  Journal of Medical Internet Research · 2017 · 10.2196/jmir.7994

• A Deep Hierarchical Approach to Lifelong Learning in Minecraft

  Proceedings of the AAAI Conference on Artificial Intelligence · 2017 · https://doi.org/10.1609/aaai.v31i1.10744

• Bayesian Reinforcement Learning: A Survey

  Foundations and Trends® in Machine Learning · 2015 · https://doi.org/10.1561/2200000049

• Robustness and generalization

  Machine Learning · 2011 · https://doi.org/10.1007/s10994-011-5268-1

• Sparse Algorithms Are Not Stable: A No-Free-Lunch Theorem

  IEEE Transactions on Pattern Analysis and Machine Intelligence · 2011 · https://doi.org/10.1109/tpami.2011.177

• Robust Regression and Lasso

  IEEE Transactions on Information Theory · 2010 · 10.1109/tit.2010.2048503

• Percentile Optimization for Markov Decision Processes with Parameter Uncertainty

  Operations Research · 2009 · https://doi.org/10.1287/opre.1080.0685

• Fully Parallel Stochastic LDPC Decoders

  IEEE Transactions on Signal Processing · 2008 · https://doi.org/10.1109/tsp.2008.929671

• Robustness and Regularization of Support Vector Machines

  arXiv (Cornell University) · 2008 · https://doi.org/10.48550/arxiv.0803.3490

• Action Elimination and Stopping Conditions for the Multi-Armed Bandit and Reinforcement Learning Problems

  Journal of Machine Learning Research · 2006

• Stochastic decoding of LDPC codes

  IEEE Communications Letters · 2006 · https://doi.org/10.1109/lcomm.2006.060570

• Automatic basis function construction for approximate dynamic programming and reinforcement learning

  Journal · 2006 · https://doi.org/10.1145/1143844.1143901

• The cross entropy method for classification

  Journal · 2005 · https://doi.org/10.1145/1102351.1102422

• A Tutorial on the Cross-Entropy Method

  Annals of Operations Research · 2005 · https://doi.org/10.1007/s10479-005-5724-z

• Reinforcement learning with Gaussian processes

  Journal · 2005 · https://doi.org/10.1145/1102351.1102377

• Basis Function Adaptation in Temporal Difference Reinforcement Learning

  Annals of Operations Research · 2005 · https://doi.org/10.1007/s10479-005-5732-z

• The Kernel Recursive Least-Squares Algorithm

  IEEE Transactions on Signal Processing · 2004 · https://doi.org/10.1109/tsp.2004.830985

• Dynamic abstraction in reinforcement learning via clustering

  Journal · 2004 · https://doi.org/10.1145/1015330.1015355

• The Sample Complexity of Exploration in the Multi-Armed Bandit Problem

  Journal · 2004 · https://doi.org/10.5555/1005332.1005355

• Bayes meets bellman: the Gaussian process approach to temporal difference learning

  Journal · 2003

• PAC Bounds for Multi-armed Bandit and Markov Decision Processes

  Lecture notes in computer science · 2002 · https://doi.org/10.1007/3-540-45435-7_18

• Q-Cut—Dynamic Discovery of Sub-goals in Reinforcement Learning

  Lecture notes in computer science · 2002 · https://doi.org/10.1007/3-540-36755-1_25

Current projects

No projects listed.