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Decision making for large-scale multi-armed bandit problems using bias control of chaotic temporal waveforms in semiconductor lasers

Decision making using photonic technologies has been intensively researched for solving the multi-armed bandit problem, which is fundamental to reinforcement learning. However, these technologies are yet to be extended to large-scale multi-armed bandit problems. In this study, we conduct a numerical...

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Detalles Bibliográficos
Autores principales: Morijiri, Kensei, Mihana, Takatomo, Kanno, Kazutaka, Naruse, Makoto, Uchida, Atsushi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9110346/
https://www.ncbi.nlm.nih.gov/pubmed/35577847
http://dx.doi.org/10.1038/s41598-022-12155-y