Bridging the gap of neuronal communication by means of intelligent hybrid systems
Joelle Pineau
Associate Professor
@ School of Computer Science – McGill University, Canada
External collaborator
I hold a M.Sc. and a Ph.D. degree in Robotics.
My research focuses on developing models and algorithms for learning and decision-making in partially observable stochastic domains, and applying these results to complex problems in robotics and healthcare.
I received the B.A.Sc. degree in engineering from the University of Waterloo, Waterloo, ON, Canada, in 1998, and the M.Sc. and Ph.D. degrees in Robotics from Carnegie Mellon University, Pittsburgh, PA, USA, in 2001 and 2004, respectively.
I am currently an Associate Professor with the School of Computer Science of McGill University, Montreal, Canada, where I am also a member of the Centre for Intelligent Machines.
My research focuses on developing models and algorithms for learning and decision-making in partially observable stochastic domains, and applying these results to complex problems in robotics and healthcare.
Barreto AMS, Beirigo RL, Pineau J, Precup D. (2016)Incremental Stochastic Factorization for On-line Reinforcement Learning. American Association for Artificial Intelligence (AAAI).
Ghavamzadeh M, Mannor S, Pineau J, Tamar A. Bayesian Reinforcement Learning: A Survey. (2015) Foundations and Trends in Machine Learning. Vol. 8: No. 5-6, pp 359-483.
Kim B, Pineau J. (2015)Socially Adaptive Path Planning in Dynamic Environments Using Inverse Reinforcement Learning. International Journal of Social Robotics (SORO).
Bacon PL, Bengio E, Pineau J, Precup D. (2015)Conditional computation in neural networks using a decision-theoretic approach. Multi-disciplinary Conference on Reinforcement Learning and Decision Making (RLDM).
Pineau J, Moghaddam AK, Yuen HK, Archambault P, Routhier F, Michaud F, Boissy P. (2014). Automatic Detection and Classification of Unsafe Events during Power Wheelchair Use. IEEE Journal of Translational Engineering in Health and Medicine (JTEHM).
You may find my full publications list here.
