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Explore First, Exploit Next: The True Shape of Regret in Bandit Problems

Aurélien Garivier, Pierre Ménard and Gilles Stoltz
Mathematics of Operations Research 44 (2) 377 (2019)
DOI: 10.1287/moor.2017.0928
See this article