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Joelle Pineau

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Created page with "'''Home * People * Joelle Pineau''' FILE:JoellePineau.jpg|border|right|thumb|link=http://www.cs.mcgill.ca/~jpineau/| Joelle Pineau <ref>[https://www.cs.mc..."
'''[[Main Page|Home]] * [[People]] * Joelle Pineau'''

[[FILE:JoellePineau.jpg|border|right|thumb|link=http://www.cs.mcgill.ca/~jpineau/| Joelle Pineau <ref>[https://www.cs.mcgill.ca/~jpineau/ Joelle Pineau's Home]</ref> ]]

'''Joëlle Pineau''', (Joelle Pineau)<br/>
a Canadian computer scientist, associate professor at [[McGill University]] and lead of [https://en.wikipedia.org/wiki/Facebook Facebook's] AI Research lab (FAIR) in [https://en.wikipedia.org/wiki/Montreal Montreal], [https://en.wikipedia.org/wiki/Quebec Quebec] <ref>[https://www.montrealinternational.com/en/news/facebook-opens-ai-lab-in-montreal/ Facebook opens AI lab in Montréal], [https://en.wikipedia.org/wiki/Montr%C3%A9al_International Montréal International], September 18, 2017</ref>.
Her research focuses on [[Planning|planning]] under uncertainty and [https://en.wikipedia.org/wiki/Bayes%27_theorem Bayesian] [[Reinforcement Learning|reinforcement learning]] in the domain of [https://en.wikipedia.org/wiki/Partially_observable_Markov_decision_process Partially Observable Markov Decision Processes] (POMDPs) along with [https://en.wikipedia.org/wiki/Robotics robotics].
She received her Ph.D. on ''Tractable Planning Under Uncertainty'' in 2004 at [[Carnegie Mellon University]] under [[Geoffrey Gordon]] and [[Sebastian Thrun]] <ref>[[Joelle Pineau]] ('''2004'''). ''Tractable Planning Under Uncertainty: Exploiting Structure''. Ph.D. thesis, [[Carnegie Mellon University]], [https://www.cs.mcgill.ca/~jpineau/files/jpineau-thesis.pdf pdf]</ref>.

=Selected Publications=
<ref>[https://dblp.uni-trier.de/pid/p/JoellePineau.html dblp: Joelle Pineau]</ref>
==2000 ...==
* [https://dblp.org/pid/30/2136.html David Goddeau], [[Joelle Pineau]] ('''2000'''). ''[https://ieeexplore.ieee.org/document/859189 Fast reinforcement learning of dialog strategies]''. [https://dblp.uni-trier.de/db/conf/icassp/icassp2000.html#GoddeauP00 ICASSP 2000]
* [[Joelle Pineau]], [[Sebastian Thrun]] ('''2002'''). ''An integrated approach to hierarchy and abstraction for POMDPs''. CMU-RI-TR-02-21, [[Carnegie Mellon University]], [https://www.cs.mcgill.ca/~jpineau/files/jpineau-tr-02-21.pdf pdf]
* [[Joelle Pineau]], [[Geoffrey Gordon]], [[Sebastian Thrun]] ('''2003'''). ''Point-based value iteration: An anytime algorithm for POMDPs''. [[Conferences#IJCAI2003|IJCAI 2003]], [http://www.fore.robot.cc/papers/Pineau03a.pdf pdf]
* [[Joelle Pineau]] ('''2004'''). ''Tractable Planning Under Uncertainty: Exploiting Structure''. Ph.D. thesis, [[Carnegie Mellon University]], [https://www.cs.mcgill.ca/~jpineau/files/jpineau-thesis.pdf pdf]
* [[Joelle Pineau]], [[Geoffrey Gordon]], [[Sebastian Thrun]] ('''2006, 2011'''). ''Anytime Point-Based Approximations for Large POMDPs''. [https://en.wikipedia.org/wiki/Journal_of_Artificial_Intelligence_Research Journal of Artificial Intelligence Research], Vol. 27, [https://arxiv.org/abs/1110.0027 arXiv:1110.0027]
* [https://scholar.google.com/citations?user=ZiFn598AAAAJ Robert West], [[Joelle Pineau]], [[Doina Precup]] ('''2009'''). ''[https://www.semanticscholar.org/paper/Wikispeedia%3A-An-Online-Game-for-Inferring-Semantic-West-Pineau/bfda484fe2860682f1b8410e1f0835562eba2662 Wikispeedia: An Online Game for Inferring Semantic Distances between Concepts]''. [[Conferences#IJCAI2009|IJCAI 2009]]
==2010 ...==
* [https://scholar.google.com/citations?user=iuCvTuIAAAAJ&hl=en Mahdi Milani Fard], [[Joelle Pineau]], [[Csaba Szepesvári]] ('''2012'''). ''PAC-Bayesian Policy Evaluation for Reinforcement Learning''. [https://arxiv.org/abs/1202.3717 arXiv:1202.3717]
* [https://scholar.google.ca/citations?user=yVtSOt8AAAAJ&hl=en Emmanuel Bengio], [https://scholar.google.ca/citations?user=9H77FYYAAAAJ&hl=en Pierre-Luc Bacon], [[Joelle Pineau]], [[Doina Precup]] ('''2015'''). ''Conditional Computation in Neural Networks for faster models''. [https://arxiv.org/abs/1511.06297 arXiv:1511.06297]
* [https://scholar.google.com/citations?user=K7XB_tsAAAAJ&hl=en Mohammad Ghavamzadeh], [https://scholar.google.com/citations?user=q1HlbIUAAAAJ Shie Mannor], [[Joelle Pineau]], [https://scholar.google.co.il/citations?user=kppa2vgAAAAJ&hl=en Aviv Tamar] ('''2016'''). ''Bayesian Reinforcement Learning: A Survey''. [https://arxiv.org/abs/1609.04436 arXiv:1609.04436]
* [https://scholar.google.com/citations?user=dy_JBs0AAAAJ&hl=en Peter Henderson], [https://scholar.google.ca/citations?user=2_4Rs44AAAAJ&hl=en Riashat Islam], [[Philip Bachman]], [[Joelle Pineau]], [[Doina Precup]], [https://scholar.google.ca/citations?user=gFwEytkAAAAJ&hl=en David Meger] ('''2017'''). ''Deep Reinforcement Learning that Matters''. [https://arxiv.org/abs/1709.06560 arXiv:1709.06560]
* [https://scholar.google.com/citations?user=dy_JBs0AAAAJ&hl=en Peter Henderson], [https://scholar.google.ca/citations?user=4C5wrXIAAAAJ&hl=en Joshua Romoff], [[Joelle Pineau]] ('''2018'''). ''Where Did My Optimum Go?: An Empirical Analysis of Gradient Descent Optimization in Policy Gradient Methods''. [https://arxiv.org/abs/1810.02525 arXiv:1810.02525]
* [https://scholar.google.com/citations?user=n12uNYcAAAAJ&hl=en Vincent Francois-Lavet], [https://scholar.google.com/citations?user=dy_JBs0AAAAJ&hl=en Peter Henderson], [https://scholar.google.ca/citations?user=2_4Rs44AAAAJ&hl=en Riashat Islam], [https://scholar.google.com/citations?user=uyYPun0AAAAJ&hl=en Marc G. Bellemare], [[Joelle Pineau]] ('''2018'''). ''An Introduction to Deep Reinforcement Learning''. [https://arxiv.org/abs/1811.12560 arXiv:1811.12560]
==2020 ...==
* [https://scholar.google.ca/citations?user=yVtSOt8AAAAJ&hl=en Emmanuel Bengio], [[Joelle Pineau]], [[Doina Precup]] ('''2020'''). ''Interference and Generalization in Temporal Difference Learning''. [https://arxiv.org/abs/2003.06350 arXiv:2003.06350]
* [https://scholar.google.ca/citations?user=4C5wrXIAAAAJ&hl=en Joshua Romoff], [https://scholar.google.com/citations?user=dy_JBs0AAAAJ&hl=en Peter Henderson], [https://scholar.google.com/citations?user=HUmLDxcAAAAJ&hl=en David Kanaa], [https://scholar.google.ca/citations?user=yVtSOt8AAAAJ&hl=en Emmanuel Bengio], [https://scholar.google.com/citations?user=D4LT5xAAAAAJ&hl=en Ahmed Touati], [https://scholar.google.ca/citations?user=9H77FYYAAAAJ&hl=en Pierre-Luc Bacon], [[Joelle Pineau]] ('''2020'''). ''TDprop: Does Jacobi Preconditioning Help Temporal Difference Learning?'' [https://arxiv.org/abs/2007.02786 arXiv:2007.02786]

=External Links=
* [https://en.wikipedia.org/wiki/Jo%C3%ABlle_Pineau Joëlle Pineau from Wikipedia]
* [https://www.cs.mcgill.ca/~jpineau/ Joelle Pineau's Home]
* [https://cifar.ca/bios/joelle-pineau-2/ Joelle Pineau - CIFAR]
* [https://scholar.google.com/citations?user=CEt6_mMAAAAJ&hl=en Joelle Pineau - Google Scholar Citations]
* [https://www.genealogy.math.ndsu.nodak.edu/id.php?id=101768 Joelle Pineau - The Mathematics Genealogy Project]

=References=
<references />
'''[[People|Up one level]]'''
[[Category:Researcher|Pineau]]

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