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@Article{Auer02,
Author = {Peter Auer and Nicolò Cesa-Bianchi and Peter Fischer},
Journal = {Machine Learning},
Number = {2},
Pages = {235--256},
Title = {{Finite-time Analysis of the Multi-armed Bandit Problem}},
Volume = {47},
Year = {2002},
}
@Article{Bubeck12,
Author = {Sébastien Bubeck and Nicolò Cesa-Bianchi},
Journal = {{Foundations and Trends{\textregistered} in Machine Learning}},
Number = {1},
Publisher = {Now Publishers, Inc.},
Title = {{Regret Analysis of Stochastic and Non-Stochastic Multi-Armed Bandit Problems}},
Volume = {5},
Year = {2012},
}
@Article{LaiRobbins85,
Author = {T. L. Lai and Herbert Robbins},
Journal = {{Advances in Applied Mathematics}},
Number = {1},
Pages = {4--22},
Title = {{Asymptotically Efficient Adaptive Allocation Rules}},
Volume = {6},
Year = {1985},
}
@Article{Robbins52,
Author = {Herbert Robbins},
Journal = {{Bulletin of the American Mathematical Society}},
Number = {5},
Pages = {527--535},
Title = {{Some Aspects of the Sequential Design of Experiments}},
Volume = {58},
Year = {1952},
}
@Article{Thompson33,
Author = {William R. Thompson},
Journal = {{Biometrika}},
Title = {{On the Likelihood that One Unknown Probability Exceeds Another in View of the Evidence of Two Samples}},
Volume = {25},
Year = {1933},
}
@Article{ipython,
Author = {Fernando P\'erez and Brian E. Granger},
Issn = {1521-9615},
Journal = {Computing in Science and Engineering},
Month = {May},
Number = {3},
Pages = {21--29},
Publisher = {IEEE Computer Society},
Title = {{IPython: a System for Interactive Scientific Computing}},
Url = {ipython.org},
_HowPublished = {Online at: \texttt{\url{ipython.org}}},
Volume = {9},
Year = {2007},
}
@Article{matplotlib,
Abstract = {Matplotlib is a 2D graphics package used for Python for application development, interactive scripting, and publication-quality image generation across user interfaces and operating systems},
Author = {John D. Hunter},
Doi = {10.1109/MCSE.2007.55},
Journal = {Computing In Science \& Engineering},
Number = {3},
Pages = {90--95},
Publisher = {IEEE Computer Society},
Title = {{Matplotlib: A 2D graphics environment}},
Volume = {9},
Year = {2007},
}
@Article{numpy,
Author = {St{\'{e}}fan van der Walt and Chris S. Colbert and Ga{\"e}l Varoquaux},
Doi = {10.1109/mcse.2011.37},
Journal = {Computing in Science {\&} Engineering},
Month = {March},
Number = {2},
Pages = {22--30},
Publisher = {{Institute of Electrical and Electronics Engineers (IEEE)}},
Title = {{The NumPy Array: A Structure for Efficient Numerical Computation}},
_Url = {doi.org/10.1109/mcse.2011.37},
Volume = {13},
Year = {2011},
}
@InCollection{Jamieson17,
Author = {Fanny Yang and Aaditya Ramdas and Kevin Jamieson and Martin J. Wainwright},
Booktitle = {Advances in Neural Information Processing Systems},
Pages = {5957--5966},
Publisher = {Curran Associates, Inc.},
Title = {{A framework for Multi-A(rmed)/B(andit) Testing with Online FDR Control}},
Year = {2017},
}
@InCollection{LiChapelle11,
Author = {Olivier Chapelle and Lihong Li},
Booktitle = {Advances in Neural Information Processing Systems},
Pages = {2249--2257},
Publisher = {Curran Associates, Inc.},
Title = {{An Empirical Evaluation of Thompson Sampling}},
Year = {2011},
}
@InProceedings{BessonALT2018,
Address = {Lanzarote, Spain},
Author = {Lilian Besson and Emilie Kaufmann},
Booktitle = {{Algorithmic Learning Theory}},
Hal_Id = {hal-01629733},
Hal_Version = {v2},
Keywords = {Opportunistic Spectrum Access ; Reinforcement learning ; Cognitive Radio ; Decentralized algorithms ; Multi-Armed Bandits},
Month = {April},
Pdf = {hal.inria.fr/hal-01629733/document},
Title = {{Multi-Player Bandits Revisited}},
Url = {hal.inria.fr/hal-01629733},
_HowPublished = {Online at: \texttt{\url{hal.inria.fr/hal-01629733}}},
Year = {2018},
}
@InProceedings{BessonWCNC2018,
Address = {Barcelona, Spain},
Author = {Lilian Besson and Emilie Kaufmann and Christophe Moy},
Booktitle = {{IEEE WCNC - IEEE Wireless Communications and Networking Conference}},
Hal_Id = {hal-01705292},
Hal_Version = {v1},
Keywords = {Aggregation of estimators ; Cognitive radio ; Learning theory ; Aggregation algorithm ; Multi-Armed Bandits ; Reinforcement Learning},
Month = {April},
Pdf = {hal.inria.fr/hal-01705292/document},
Title = {{Aggregation of Multi-Armed Bandits Learning Algorithms for Opportunistic Spectrum Access}},
Url = {hal.inria.fr/hal-01705292},
_HowPublished = {Online at: \texttt{\url{hal.inria.fr/hal-01705292}}},
Year = {2018},
}
@UnPublished{Besson2018c,
Author = {Lilian Besson and Emilie Kaufmann},
Hal_Id = {hal-01736357},
Hal_Version = {v1},
Keywords = {Multi-Armed Bandits; Anytime Algorithms; Sequential Learning; Doubling Trick},
Month = {February},
Note = {Preprint},
Pdf = {hal.inria.fr/hal-01736357/document},
Title = {{What Doubling Trick Can and Can't Do for Multi-Armed Bandits}},
Url = {hal.inria.fr/hal-01736357},
_HowPublished = {Online at: \texttt{\url{hal.inria.fr/hal-01736357}}},
Year = {2018},
}
@InProceedings{Bonnefoi17,
Author = {Rémi Bonnefoi and Lilian Besson and Christophe Moy and Émilie Kaufmann and Jacques Palicot},
Hal_Id = {hal-01575419},
Hal_Version = {v2},
Booktitle = {{12th EAI Conference on Cognitive Radio Oriented Wireless Network and Communication}},
Series = {CROWNCOM Proceedings},
Pdf = {hal.inria.fr/hal-01575419/document},
Title = {{Multi-Armed Bandit Learning in IoT Networks: Learning helps even in non-stationary settings}},
Year = {2017},
Url = {hal.inria.fr/hal-01575419},
_HowPublished = {Online at: \texttt{\url{hal.inria.fr/hal-01575419}}},
Month = {September},
}
@InProceedings{Jouini09,
Author = {Wassim Jouini and Daniel Ernst and Christophe Moy and Jacques Palicot},
Booktitle = {{International Conference Signals, Circuits and Systems}},
Organization = {IEEE},
Title = {{Multi-Armed Bandit Based Policies for Cognitive Radio's Decision Making Issues}},
Year = {2009},
}
@InProceedings{Kaufmann14,
Author = {Emilie Kaufmann and Olivier Cappé and Aurélien Garivier},
Booktitle = {{Conference on Learning Theory}},
Pages = {461--481},
Publisher = {{PMLR}},
Title = {{On the Complexity of A/B Testing}},
Year = {2014},
}
@InProceedings{Li10,
Author = {Lihong Li and Wei Chu and John Langford and Robert E. Schapire},
Booktitle = {International Conference on World Wide Web},
Organization = {ACM},
Pages = {661--670},
Title = {{A Contextual-Bandit Approach to Personalized News Article Recommendation}},
Year = {2010},
}
@InProceedings{Sani12,
Author = {Amir Sani and Alessandro Lazaric and Rémi Munos},
Booktitle = {Advances in Neural Information Processing Systems},
Pages = {3275--3283},
Title = {{Risk-Aversion In Multi-Armed Bandits}},
Year = {2012},
}
@InProceedings{jupyter,
Author = {Thomas Kluyver and others},
Booktitle = {Positioning and Power in Academic Publishing: Players, Agents and Agendas},
Editor = {F. Loizides and B. Schmidt},
Organization = {IOS Press},
Pages = {87--90},
Title = {{Jupyter Notebooks -- a publishing format for reproducible computational workflows}},
Year = {2016},
}
@Misc{SMPyBandits,
Author = {Lilian Besson},
Note = {Code at https://github.com/SMPyBandits/SMPyBandits/, documentation at https://smpybandits.github.io},
Title = {{SMPyBandits: an Open-Source Research Framework for Single and Multi-Players Multi-Arms Bandits (MAB) Algorithms in Python}},
Url = {github.com/SMPyBandits/SMPyBandits},
_HowPublished = {Online at: \texttt{\url{github.com/SMPyBandits/SMPyBandits}}},
Year = {2018},
}
@Misc{TorLibbandit,
Author = {Tor Lattimore},
Title = {{Library for Multi-Armed Bandit Algorithms}},
Url = {github.com/tor/libbandit},
_HowPublished = {Online at: \texttt{\url{github.com/tor/libbandit}}},
Year = {2016},
}
@Misc{VishMABjl,
Author = {Vishnu Raj},
Title = {{A Julia Package for providing Multi Armed Bandit Experiments}},
Url = {github.com/v-i-s-h/MAB.jl},
_HowPublished = {Online at: \texttt{\url{github.com/v-i-s-h/MAB.jl}}},
Year = {2017},
}
@Misc{joblib,
Author = {Ga{\"e}l Varoquaux},
Month = {March},
Title = {{Joblib: running Python functions as pipeline jobs}},
Url = {joblib.readthedocs.io},
_HowPublished = {Online at: \texttt{\url{joblib.readthedocs.io}}},
Year = {2017},
}
@Misc{numba,
Author = {Anaconda Inc. and others},
Title = {{Numba, NumPy aware dynamic Python compiler using LLVM}},
Url = {numba.pydata.org},
_HowPublished = {Online at: \texttt{\url{numba.pydata.org}}},
Year = {2017},
}
@Misc{pymaBandits,
Author = {Olivier Cappé and Aurélien Garivier and Emilie Kaufmann},
Title = {{pymaBandits}},
Url = {mloss.org/software/view/415},
_HowPublished = {Online at: \texttt{\url{mloss.org/software/view/415}}},
Year = {2012},
}
@Misc{python,
Author = {Python Software Foundation},
Month = {October},
Title = {Python Language Reference, version 3.6},
Url = {www.python.org},
_HowPublished = {Online at: \texttt{\url{www.python.org}}},
Year = {2017},
}
@Misc{scipy,
Author = {Eric Jones and Travis E. Oliphant and Pearu Peterson and others},
Title = {{SciPy: Open source scientific tools for Python}},
Url = {www.scipy.org},
_HowPublished = {Online at: \texttt{\url{www.scipy.org}}},
Year = {2001},
}
@Misc{seaborn,
Author = {Michael Waskom and others},
Doi = {10.5281/zenodo.883859},
Month = {September},
Title = {Seaborn: statistical data visualization},
Url = {seaborn.pydata.org},
_HowPublished = {Online at: \texttt{\url{seaborn.pydata.org}}},
Year = {2017},
}
@Misc{sphinx,
Author = {Georg Brandl and others},
_Month = {February},
Title = {Sphinx: Python documentation generator},
Url = {www.sphinx-doc.org},
_HowPublished = {Online at: \texttt{\url{www.sphinx-doc.org}}},
Year = {2018},
}
@Misc{virtualenv,
Author = {Ian Bicking and PyPA and others},
Month = {November},
Title = {{Virtualenv: a tool to create isolated Python environments}},
Url = {virtualenv.pypa.io/en/stable},
_HowPublished = {Online at: \texttt{\url{virtualenv.pypa.io/en/stable}}},
Year = {2016},
}
@Misc{h5py,
Author = {Andrew Collette and others},
Title = {{h5py: HDF5 for Python}},
Url = {www.h5py.org},
_HowPublished = {Online at: \texttt{\url{www.h5py.org}}},
Year = {2018},
}