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Some performance considerations when using multi-armed bandit algorithms in the presence of missing data

When comparing the performance of multi-armed bandit algorithms, the potential impact of missing data is often overlooked. In practice, it also affects their implementation where the simplest approach to overcome this is to continue to sample according to the original bandit algorithm, ignoring miss...

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Detalles Bibliográficos
Autores principales: Chen, Xijin, Lee, Kim May, Villar, Sofia S., Robertson, David S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9467360/
https://www.ncbi.nlm.nih.gov/pubmed/36094920
http://dx.doi.org/10.1371/journal.pone.0274272