Knowing how much you don't know: a neural organization of uncertainty estimates
- PMID: 22781958
- DOI: 10.1038/nrn3289
Knowing how much you don't know: a neural organization of uncertainty estimates
Abstract
How we estimate uncertainty is important in decision neuroscience and has wide-ranging implications in basic and clinical neuroscience, from computational models of optimality to ideas on psychopathological disorders including anxiety, depression and schizophrenia. Empirical research in neuroscience, which has been based on divergent theoretical assumptions, has focused on the fundamental question of how uncertainty is encoded in the brain and how it influences behaviour. Here, we integrate several theoretical concepts about uncertainty into a decision-making framework. We conclude that the currently available evidence indicates that distinct neural encoding (including summary statistic-type representations) of uncertainty occurs in distinct neural systems.
Similar articles
-
A neural circuit model of decision uncertainty and change-of-mind.Nat Commun. 2019 May 23;10(1):2287. doi: 10.1038/s41467-019-10316-8. Nat Commun. 2019. PMID: 31123260 Free PMC article.
-
Adaptive learning under expected and unexpected uncertainty.Nat Rev Neurosci. 2019 Oct;20(10):635-644. doi: 10.1038/s41583-019-0180-y. Nat Rev Neurosci. 2019. PMID: 31147631 Free PMC article. Review.
-
Dynamical foundations of the neural circuit for bayesian decision making.J Neurophysiol. 2009 Jul;102(1):1-6. doi: 10.1152/jn.00239.2009. Epub 2009 Apr 29. J Neurophysiol. 2009. PMID: 19403744
-
Understanding decision neuroscience: a multidisciplinary perspective and neural substrates.Prog Brain Res. 2013;202:239-66. doi: 10.1016/B978-0-444-62604-2.00014-9. Prog Brain Res. 2013. PMID: 23317836 Review.
-
The neural system of metacognition accompanying decision-making in the prefrontal cortex.PLoS Biol. 2018 Apr 23;16(4):e2004037. doi: 10.1371/journal.pbio.2004037. eCollection 2018 Apr. PLoS Biol. 2018. PMID: 29684004 Free PMC article.
Cited by
-
Human representation of visuo-motor uncertainty as mixtures of orthogonal basis distributions.Nat Neurosci. 2015 Aug;18(8):1152-8. doi: 10.1038/nn.4055. Epub 2015 Jun 29. Nat Neurosci. 2015. PMID: 26120962 Free PMC article.
-
Uncertainty and anticipation in anxiety: an integrated neurobiological and psychological perspective.Nat Rev Neurosci. 2013 Jul;14(7):488-501. doi: 10.1038/nrn3524. Nat Rev Neurosci. 2013. PMID: 23783199 Free PMC article. Review.
-
Generalization in category learning: the roles of representational and decisional uncertainty.J Neurosci. 2015 Jun 10;35(23):8802-12. doi: 10.1523/JNEUROSCI.0654-15.2015. J Neurosci. 2015. PMID: 26063914 Free PMC article.
-
Beyond dichotomies in reinforcement learning.Nat Rev Neurosci. 2020 Oct;21(10):576-586. doi: 10.1038/s41583-020-0355-6. Epub 2020 Sep 1. Nat Rev Neurosci. 2020. PMID: 32873936 Free PMC article. Review.
-
Flexible structure learning under uncertainty.Front Neurosci. 2023 Aug 3;17:1195388. doi: 10.3389/fnins.2023.1195388. eCollection 2023. Front Neurosci. 2023. PMID: 37599995 Free PMC article.
References
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources