Uncertainty and Exploration.
Bayesian inference
explore-exploit dilemma
reinforcement learning
Journal
Decision (Washington, D.C.)
ISSN: 2325-9965
Titre abrégé: Decision (Wash D C )
Pays: United States
ID NLM: 101648127
Informations de publication
Date de publication:
Jul 2019
Jul 2019
Historique:
entrez:
26
3
2021
pubmed:
1
7
2019
medline:
1
7
2019
Statut:
ppublish
Résumé
In order to discover the most rewarding actions, agents must collect information about their environment, potentially foregoing reward. The optimal solution to this "explore-exploit" dilemma is often computationally challenging, but principled algorithmic approximations exist. These approximations utilize uncertainty about action values in different ways. Some
Identifiants
pubmed: 33768122
doi: 10.1037/dec0000101
pmc: PMC7989061
mid: NIHMS988243
doi:
Types de publication
Journal Article
Langues
eng
Pagination
277-286Subventions
Organisme : NIMH NIH HHS
ID : R01 MH109177
Pays : United States
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