» Articles » PMID: 17276130

Optimal Decision-making Theories: Linking Neurobiology with Behaviour

Overview
Journal Trends Cogn Sci
Date 2007 Feb 6
PMID 17276130
Citations 129
Authors
Affiliations
Soon will be listed here.
Abstract

This article reviews recently proposed theories postulating that, during simple choices, the brain performs statistically optimal decision making. These theories are ecologically motivated by evolutionary pressures to optimize the speed and accuracy of decisions and to maximize the rate of receiving rewards for correct choices. This article suggests that the models of decision making that are proposed on different levels of abstraction can be linked by virtue of the same optimal computation. Also reviewed here are recent observations that many aspects of the circuit that involves the cortex and basal ganglia are the same as those that are required to perform statistically optimal choice. This review illustrates how optimal-decision theories elucidate current data and provide experimental predictions that concern both neurobiology and behaviour.

Citing Articles

D2 dopamine receptor expression, reactivity to rewards, and reinforcement learning in a complex value-based decision-making task.

Banuelos C, Creswell K, Walsh C, Manuck S, Gianaros P, Verstynen T Soc Cogn Affect Neurosci. 2024; 19(1).

PMID: 38988197 PMC: 11281849. DOI: 10.1093/scan/nsae050.


Distinct dopaminergic spike-timing-dependent plasticity rules are suited to different functional roles.

Sosis B, Rubin J bioRxiv. 2024; .

PMID: 38979377 PMC: 11230239. DOI: 10.1101/2024.06.24.600372.


Sensory collectives in natural systems.

Williams H, Sridhar V, Hurme E, Gall G, Borrego N, Finerty G Elife. 2023; 12.

PMID: 38019274 PMC: 10686622. DOI: 10.7554/eLife.88028.


Neural Representations of Post-Decision Accuracy and Reward Expectation in the Caudate Nucleus and Frontal Eye Field.

Fan Y, Doi T, Gold J, Ding L J Neurosci. 2023; 44(2).

PMID: 37963761 PMC: 10860634. DOI: 10.1523/JNEUROSCI.0902-23.2023.


Distributed context-dependent choice information in mouse posterior cortex.

Orlandi J, Abdolrahmani M, Aoki R, Lyamzin D, Benucci A Nat Commun. 2023; 14(1):192.

PMID: 36635318 PMC: 9837177. DOI: 10.1038/s41467-023-35824-6.