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All publications by Joelle Pineau
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Methods of Moments for Learning Stochastic Languages: Unified Presentation and Empirical Comparison
Borja Balle, William Hamilton and Joelle Pineau
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Bellman Error Based Feature Generation using Random Projections on Sparse Spaces
Mahdi M. Fard, Yuri Grinberg, Amir M. Farahmand, Joelle Pineau and Doina Precup
Advances in Neural Information Processing Systems 26, 2013


Learning from Limited Demonstrations
Beomjoon Kim, Amir M. Farahmand, Joelle Pineau and Doina Precup
Advances in Neural Information Processing Systems 26, 2013


Modelling Sparse Dynamical Systems with Compressed Predictive State Representations
William L. Hamilton, Mahdi M. Fard and Joelle Pineau
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


On-line Reinforcement Learning Using Incremental Kernel-Based Stochastic Factorization
Doina Precup, Joelle Pineau and Andre S. Barreto
Advances in Neural Information Processing Systems 25, 2012


Reinforcement Learning using Kernel-Based Stochastic Factorization
Andre S. Barreto, Doina Precup and Joelle Pineau
Advances in Neural Information Processing Systems 24, 2011


PAC-Bayesian Model Selection for Reinforcement Learning
Mahdi M. Fard and Joelle Pineau
Advances in Neural Information Processing Systems 23, 2010


Manifold Embeddings for Model-Based Reinforcement Learning under Partial Observability
Keith Bush and Joelle Pineau
Advances in Neural Information Processing Systems 22, 2009


Reinforcement learning with limited reinforcement: using Bayes risk for active learning in POMDPs
Finale Doshi, Joelle Pineau and Nicholas Roy
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008


MDPs with Non-Deterministic Policies
Mahdi M. Fard and Joelle Pineau
Advances in Neural Information Processing Systems 21, 2008


Bayes-Adaptive POMDPs
Stephane Ross, Brahim Chaib-draa and Joelle Pineau
Advances in Neural Information Processing Systems 20, 2007


Theoretical Analysis of Heuristic Search Methods for Online POMDPs
Stephane Ross, Joelle Pineau and Brahim Chaib-draa
Advances in Neural Information Processing Systems 20, 2007


Applying Metric-Trees to Belief-Point POMDPs
Joelle Pineau, Geoffrey J. Gordon and Sebastian Thrun
Advances in Neural Information Processing Systems 16, 2003