On a new approach to the analysis of complex multi-armed bandits

On a new approach to the analysis of complex multi-armed bandits

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Article ID: iaor2000529
Country: Germany
Volume: 48
Issue: 3
Start Page Number: 419
End Page Number: 442
Publication Date: Jan 1998
Journal: Mathematical Methods of Operations Research (Heidelberg)
Authors: ,
Abstract:

A radically new approach to indexable systems pioneered by Bertsimas and Niño-Mora is utilised to provide novel analyses of classes of complex multi-armed bandits in which the individual bandits have their own decision structure. A new index result for an undiscounted model is established. Parallel server versions of the models are studied via (the dual of) an LP relaxation. This analysis yields a natural heuristic policy which is evaluated numerically.

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