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Asymptotically optimal algorithms for budgeted multiple play bandits |
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| Authors: | Luedtke Alex Kaufmann Emilie Chambaz Antoine |
| Affiliation: | 1.Department of Statistics, University of Washington, 4060 E Stevens Way NE, Seattle, WA, 98195, USA ;2.Univ. Lille, CRIStAL (UMR 9189), Inria Lille Nord Europe, CNRS, 40, Avenue du Halley, 59650, Villeneuve d’Ascq, France ;3.Laboratoire MAP5, Université Paris Descartes, 45 Rue des Saints Pres, 75270, Paris Cedex 06, France ; |
| Abstract: | Machine Learning - We study a generalization of the multi-armed bandit problem with multiple plays where there is a cost associated with pulling each arm and the agent has a budget at each time... |
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