Literature DB >> 17276130

Optimal decision-making theories: linking neurobiology with behaviour.

Rafal Bogacz1.   

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.

Mesh:

Year:  2007        PMID: 17276130     DOI: 10.1016/j.tics.2006.12.006

Source DB:  PubMed          Journal:  Trends Cogn Sci        ISSN: 1364-6613            Impact factor:   20.229


  114 in total

1.  Transformation of stimulus value signals into motor commands during simple choice.

Authors:  Todd A Hare; Wolfram Schultz; Colin F Camerer; John P O'Doherty; Antonio Rangel
Journal:  Proc Natl Acad Sci U S A       Date:  2011-10-17       Impact factor: 11.205

Review 2.  Knowing how much you don't know: a neural organization of uncertainty estimates.

Authors:  Dominik R Bach; Raymond J Dolan
Journal:  Nat Rev Neurosci       Date:  2012-07-11       Impact factor: 34.870

3.  Visual fixations and the computation and comparison of value in simple choice.

Authors:  Ian Krajbich; Carrie Armel; Antonio Rangel
Journal:  Nat Neurosci       Date:  2010-09-12       Impact factor: 24.884

Review 4.  Dynamics of individual perceptual decisions.

Authors:  Daniel M Merfeld; Torin K Clark; Yue M Lu; Faisal Karmali
Journal:  J Neurophysiol       Date:  2015-10-14       Impact factor: 2.714

5.  Preys' exploitation of predators' fear: when the caterpillar plays the Gruffalo.

Authors:  Sergio Castellano; Paolo Cermelli
Journal:  Proc Biol Sci       Date:  2015-12-07       Impact factor: 5.349

6.  Irrational time allocation in decision-making.

Authors:  Bastiaan Oud; Ian Krajbich; Kevin Miller; Jin Hyun Cheong; Matthew Botvinick; Ernst Fehr
Journal:  Proc Biol Sci       Date:  2016-01-13       Impact factor: 5.349

Review 7.  Single-trial analysis of neuroimaging data: inferring neural networks underlying perceptual decision-making in the human brain.

Authors:  Paul Sajda; Marios G Philiastides; Lucas C Parra
Journal:  IEEE Rev Biomed Eng       Date:  2009

8.  A martingale analysis of first passage times of time-dependent Wiener diffusion models.

Authors:  Vaibhav Srivastava; Samuel F Feng; Jonathan D Cohen; Naomi Ehrich Leonard; Amitai Shenhav
Journal:  J Math Psychol       Date:  2016-11-09       Impact factor: 2.223

9.  A context-based theory of recency and contiguity in free recall.

Authors:  Per B Sederberg; Marc W Howard; Michael J Kahana
Journal:  Psychol Rev       Date:  2008-10       Impact factor: 8.934

10.  An adaptive drift-diffusion model of interval timing dynamics.

Authors:  Andre Luzardo; Elliot A Ludvig; François Rivest
Journal:  Behav Processes       Date:  2013-02-18       Impact factor: 1.777

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