Français
Multi-armed bandits and beyond
Multi angle
Authors : Agrawal, Shipra (Author of the conference)
CIRM (Publisher )
60J20 - Applications of Markov chains and discrete-time Markov processes on general state spaces
68Q32 - Computational learning theory
68T05 - Learning and adaptive systems
CIRM (Publisher )
Loading the player...
|
Abstract :
In this tutorial I will discuss recent advances in theory of multi-armed bandits and reinforcement learning, in particular the upper confidence bound (UCB) and Thompson Sampling (TS) techniques for algorithm design and analysis.
Keywords : multi-armed bandits; online decision making; learning
MSC Codes : Keywords : multi-armed bandits; online decision making; learning
60J20 - Applications of Markov chains and discrete-time Markov processes on general state spaces
68Q32 - Computational learning theory
68T05 - Learning and adaptive systems
|
Information on the Video
Film maker : Petit, JeanLanguage : English Available date : 21/06/2022 Conference Date : 23/05/2022 Subseries : Research School arXiv category : Machine Learning ; Artificial Intelligence Mathematical Area(s) : Computer Science ; Probability & Statistics Format : MP4 (.mp4) - HD Video Time : 00:53:59 Targeted Audience : Researchers ; Graduate Students ; Doctoral Students, Post-Doctoral Students Download : https://videos.cirm-math.fr/2022-05-23_Agrawal.mp4 
|
Information on the Event
Event Title : Theoretical Computer Science Spring School: Machine Learning / Ecole de Printemps d'Informatique Théorique : Apprentissage AutomatiqueEvent Organizers : Cappé, Olivier ; Garivier, Aurélien ; Gribonval, Rémi ; Kaufmann, Emilie ; Vernade, Claire Dates : 23/05/2022 - 27/05/2022 Event Year : 2022 Event URL : https://conferences.cirm-math.fr/2542.html
Citation Data
DOI : 10.24350/CIRM.V.19921203Cite this video as: Agrawal, Shipra (2022). Multi-armed bandits and beyond. CIRM. Audiovisual resource. doi:10.24350/CIRM.V.19921203 URI : http://dx.doi.org/10.24350/CIRM.V.19921203 |
See Also
- [Multi angle] Machine learning in natural language processing / Author of the conference Yvon, François.
- [Multi angle] Machine learning on graphs / Author of the conference Vandergheynst, Pierre.
- [Multi angle] Privacy in machine learning / Author of the conference Cummings, Rachel.
- [Multi angle] Optimization for machine learning / Author of the conference Bach, Francis.
Bibliography
Imagette Video
