Optimal activation of halting multi-armed bandit models

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Abstract

We study new types of dynamic allocation problems the Halting Bandit models. As an application, we obtain new proofs for the classic Gittins index decomposition result compare Gittins (Journal of the Royal Statistical Society, Series B, 1979, 41, 148–177), and recent results of the authors in Cowan and Katehakis (Probability in the Engineering and Informational Sciences, 2015, 29, 51–76).

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Cowan, W., Katehakis, M. N., & Ross, S. M. (2023). Optimal activation of halting multi-armed bandit models. Naval Research Logistics, 70(7), 639–652. https://doi.org/10.1002/nav.22145

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