# Articles This folder contains a list of pre-prints and research articles published during my PhD and after. [I (Lilian Besson)](https://perso.crans.org/besson/) started my PhD on October 2016 and should finish in 2019. - Everything here is © 2011-2019 for Lilian Besson *and collaborators*. - The bibTeX files come from [HAL](https://hal.archives-ouvertes.fr/). - For every PDF, I also include a responsive web version of the article (converted from LaTeX to HTML with [engrafo](https://github.com/arxiv-vanity/engrafo/)). It looks good but this is nothing but experimental!

Name | Last modified | Size | Description | |
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Parent Directory | - | (Root of this website) | ||

BBMKP_CROWNCOM_2017/ | 2019-02-04 16:43 | - | Responsive web version for Multi-Armed Bandit Learning in IoT Networks: Learning helps even in non-stationary settings. See the HAL notice. | |

BBM__IEEE_WCNC_2019/ | 2019-02-04 19:59 | - | Responsive web version for GNU Radio Implementation of MALIN: 'Multi-Armed bandits Learning for Internet-of-things Network'. See the HAL notice. | |

BKM__IEEE_WCNC_2018/ | 2019-02-04 16:43 | - | Responsive web version for Aggregation of Multi-Armed Bandits learning algorithms for Opportunistic Spectrum Access in Cognitive Radio. See the HAL notice. | |

BK__ALT_2018/ | 2019-02-04 16:44 | - | Responsive web version for Multi-Player Bandit Revisited. See the HAL notice. | |

BK__DoublingTricks_2019/ | 2019-02-04 14:57 | - | Responsive web version for What Doubling-Trick Can and Can't Do for Multi-Armed Bandits. See the HAL notice. | |

BK__GLRT-klUCB_2019/ | 2019-02-04 20:21 | - | Responsive web version for The Generalized Likelihood Ratio Test meets klUCB: an Improved Algorithm for Piece-Wise Non-Stationary Bandits. See the HAL notice. | |

BMBM__IEEE_WCNC_2019/ | 2019-02-04 20:00 | - | Upper-Confidence Bound for Frequency Selection in IoT Networks with Retransmissions, by R. Bonnefoi, L. Besson, J. Manco-Vasquez, C. Moy. Presented at MoTION Workshop, at IEEE WCNC 2019. See the HAL notice. | |

A_note_on_the_Ei_function.pdf | 2018-03-08 18:02 | 187K | A Note on the Ei Function and a Useful Sum-Inequality, by L.Besson. See the HAL notice. | |

BBMKP_CROWNCOM_2017.pdf | 2017-08-23 15:20 | 327K | Multi-Armed Bandit Learning in IoT Networks: Learning helps even in non-stationary settings, by R.Bonnefoi, L.Besson, C.Moy, E.Kaufmann, J.Palicot. Presented at EAI CROWNCOM 2017. See the HAL notice. Best Paper Award! | |

BBM__IEEE_WCNC_2019.pdf | 2019-02-04 20:09 | 1.1M | GNU Radio Implementation of MALIN: 'Multi-Armed bandits Learning for Internet-of-things Network', by L.Besson, R.Bonnefoi, C.Moy. Presented at IEEE WCNC 2019. See the HAL notice. | |

BBM__Poster_Demo_ICT_2018.pdf | 2018-09-24 11:22 | 917K | Poster to present the demonstration MALIN: Multi-Arm bandit Learning for Iot Networks with GRC: A TestBed Implementation and Demonstration that Learning Helps. , at the ICT Conference in Saint-Malo, July 2018. See the HAL notice. | |

BKM__IEEE_WCNC_2018.pdf | 2018-02-28 16:47 | 287K | Aggregation of Multi-Armed Bandits learning algorithms for Opportunistic Spectrum Access in Cognitive Radio, by L.Besson, E.Kaufmann, C.Moy. Presented at IEEE WCNC 2018. See the HAL notice. | |

BK__ALT_2018.pdf | 2018-09-21 13:57 | 1.1M | Multi-Player Bandit Revisited, by L.Besson, E.Kaufmann. Presented at ALT 2018. See the HAL notice. | |

BK__DoublingTricks_2019.pdf | 2018-09-18 12:08 | 949K | What Doubling-Trick Can and Can't Do for Multi-Armed Bandits, by L.Besson, E.Kaufmann. See the HAL notice. | |

BK__GLRT-klUCB_2019.pdf | 2019-02-04 20:15 | 1.2M | The Generalized Likelihood Ratio Test meets klUCB: an Improved Algorithm for Piece-Wise Non-Stationary Bandits, by L.Besson, E.Kaufmann. See the HAL notice. | |

BK__GRETSI_2019.pdf | 2019-05-31 17:43 | 339K | Analyse non asymptotique d'un test séquentiel de détection de rupture et application aux bandits non stationnaires, by L.Besson, E.Kaufmann, GRETSI 2019. See the HAL notice. | |

BMBM__IEEE_WCNC_2019.pdf | 2019-02-27 14:19 | 247K | Upper-Confidence Bound for Frequency Selection in IoT Networks with Retransmissions, by R. Bonnefoi, L. Besson, J. Manco-Vasquez, C. Moy. Presented at MoTION Workshop, at IEEE WCNC 2019. See the HAL notice. | |

LICENSE | 2018-02-09 11:01 | 1.2K | All these documents are (C) Lilian Besson and collaborators, 2016-2019; and published here under the terms of the MIT License. | |

MB__ISIoT_2019.pdf | 2019-06-13 14:55 | 1.3M | Decentralized Spectrum Learning for IoT Wireless Networks Collision Mitigation, by C.Moy, L.Besson, Presented at ISIoT workshop, DCOSS 2019. See the HAL notice. | |

Poster_JdD__Lilian_Besson__Multi-Player_Bandits.en.pdf | 2018-04-26 19:08 | 512K | Poster to present the paper Multi-Player Bandits Revisited, at the Workshop on MAB and Learning Algorithms in Rotterdam (May 2018), and IETR seminar in Vannes, June 2018. See the HAL notice. | |

Poster_JdD__Remi_Bonnefoi_and_Lilian_Besson__IoT_slotted.en.pdf | 2017-08-29 18:35 | 403K | Poster to present the paper Multi-Armed Bandit Learning in IoT Networks: Learning helps even in non-stationary settings, at the PhD Students Day at IETR, July 2017. See the HAL notice. | |

SMPyBandits.bib | 2018-07-16 11:46 | 465 | SMPyBandits: an Experimental Framework for Single and Multi-Players Multi-Arms Bandits (MAB) Algorithms in Python, by L.Besson. See the code and the the documentation! | |

SMPyBandits.pdf | 2018-07-16 11:33 | 522K | SMPyBandits: an Experimental Framework for Single and Multi-Players Multi-Arms Bandits (MAB) Algorithms in Python, by L.Besson. See the code and the the documentation! | |

SMPyBandits__JMLR_MLOSS__07-2018.pdf | 2018-07-16 11:33 | 522K | SMPyBandits: an Experimental Framework for Single and Multi-Players Multi-Arms Bandits (MAB) Algorithms in Python, by L.Besson. See the code and the the documentation! | |

SMPyBandits__Long_Version__02-2018.pdf | 2018-02-28 01:48 | 557K | ||

besson-hal-01629733.bibtex | 2018-07-23 15:50 | 602 | Multi-Player Bandit Revisited, by L.Besson, E.Kaufmann. Presented at ALT 2018. See the HAL notice. | |

besson-hal-01705292.bibtex | 2018-02-13 09:38 | 705 | Aggregation of Multi-Armed Bandits learning algorithms for Opportunistic Spectrum Access in Cognitive Radio, by L.Besson, E.Kaufmann, C.Moy. Presented at IEEE WCNC 2018. See the HAL notice. | |

besson-hal-01736357.bibtex | 2018-07-16 11:46 | 454 | What Doubling-Trick Can and Can't Do for Multi-Armed Bandits, by L.Besson, E.Kaufmann. See the HAL notice. | |

besson-hal-01840022.bibtex | 2018-07-23 15:49 | 569 | ||

besson-hal-01847480.bibtex | 2018-07-23 16:01 | 385 | A Note on the Ei Function and a Useful Sum-Inequality, by L.Besson. See the HAL notice. | |

besson-hal-02006471.bibtex | 2019-02-04 16:58 | 650 | The Generalized Likelihood Ratio Test meets klUCB: an Improved Algorithm for Piece-Wise Non-Stationary Bandits, by L.Besson, E.Kaufmann. See the HAL notice. | |

besson-hal-02006825.bibtex | 2019-02-04 20:11 | 539 | GNU Radio Implementation of MALIN: 'Multi-Armed bandits Learning for Internet-of-things Network', by L.Besson, R.Bonnefoi, C.Moy. Presented at IEEE WCNC 2019. See the HAL notice. | |

besson-hal-02013847.bibtex | 2019-02-13 14:25 | 395 | Poster to present the paper Multi-Player Bandits Revisited, at the Workshop on MAB and Learning Algorithms in Rotterdam (May 2018), and IETR seminar in Vannes, June 2018. See the HAL notice. | |

bonnefoi-hal-01575419.bibtex | 2018-07-23 15:50 | 757 | Multi-Armed Bandit Learning in IoT Networks: Learning helps even in non-stationary settings, by R.Bonnefoi, L.Besson, C.Moy, E.Kaufmann, J.Palicot. Presented at EAI CROWNCOM 2017. See the HAL notice. Best Paper Award! | |

bonnefoi-hal-02013839.bibtex | 2019-02-13 14:25 | 456 | Poster to present the paper Multi-Armed Bandit Learning in IoT Networks: Learning helps even in non-stationary settings, at the PhD Students Day at IETR, July 2017. See the HAL notice. | |

bonnefoi-hal-02013866.bibtex | 2019-02-13 14:25 | 451 | Poster to present the demonstration MALIN: Multi-Arm bandit Learning for Iot Networks with GRC: A TestBed Implementation and Demonstration that Learning Helps. , at the ICT Conference in Saint-Malo, July 2018. See the HAL notice. | |

bonnefoi-hal-02049824.bibtex | 2019-02-26 16:40 | 798 | Upper-Confidence Bound for Frequency Selection in IoT Networks with Retransmissions, by R. Bonnefoi, L. Besson, J. Manco-Vasquez, C. Moy. Presented at MoTION Workshop, at IEEE WCNC 2019. See the HAL notice. |

## More details on myself - https://perso.crans.org/besson/ - https://github.com/Naereen - https://bitbucket.org/lbesson