Literature DB >> 28553839

A Primer on Foraging and the Explore/Exploit Trade-Off for Psychiatry Research.

M A Addicott1, J M Pearson2, M M Sweitzer1, D L Barack3, M L Platt4.   

Abstract

Foraging is a fundamental behavior, and many types of animals appear to have solved foraging problems using a shared set of mechanisms. Perhaps the most common foraging problem is the choice between exploiting a familiar option for a known reward and exploring unfamiliar options for unknown rewards-the so-called explore/exploit trade-off. This trade-off has been studied extensively in behavioral ecology and computational neuroscience, but is relatively new to the field of psychiatry. Explore/exploit paradigms can offer psychiatry research a new approach to studying motivation, outcome valuation, and effort-related processes, which are disrupted in many mental and emotional disorders. In addition, the explore/exploit trade-off encompasses elements of risk-taking and impulsivity-common behaviors in psychiatric disorders-and provides a novel framework for understanding these behaviors within an ecological context. Here we explain relevant concepts and some common paradigms used to measure explore/exploit decisions in the laboratory, review clinically relevant research on the neurobiology and neuroanatomy of explore/exploit decision making, and discuss how computational psychiatry can benefit from foraging theory.

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Year:  2017        PMID: 28553839      PMCID: PMC5561336          DOI: 10.1038/npp.2017.108

Source DB:  PubMed          Journal:  Neuropsychopharmacology        ISSN: 0893-133X            Impact factor:   7.853


  67 in total

Review 1.  Effort-related functions of nucleus accumbens dopamine and associated forebrain circuits.

Authors:  J D Salamone; M Correa; A Farrar; S M Mingote
Journal:  Psychopharmacology (Berl)       Date:  2007-01-16       Impact factor: 4.530

2.  The influence of depression symptoms on exploratory decision-making.

Authors:  Nathaniel J Blanco; A Ross Otto; W Todd Maddox; Christopher G Beevers; Bradley C Love
Journal:  Cognition       Date:  2013-09-17

3.  Dissociable contributions by prefrontal D1 and D2 receptors to risk-based decision making.

Authors:  Jennifer R St Onge; Hamed Abhari; Stan B Floresco
Journal:  J Neurosci       Date:  2011-06-08       Impact factor: 6.167

4.  The Effects of 24-hour Sleep Deprivation on the Exploration-Exploitation Trade-off.

Authors:  Brian D Glass; W Todd Maddox; Christopher Bowen; Zachary R Savarie; Michael D Matthews; Arthur B Markman; David M Schnyer
Journal:  Biol Rhythm Res       Date:  2011-04       Impact factor: 1.219

5.  Pigeon and human performance in a multi-armed bandit task in response to changes in variable interval schedules.

Authors:  Deborah Racey; Michael E Young; Dennis Garlick; Jennifer Ngoc-Minh Pham; Aaron P Blaisdell
Journal:  Learn Behav       Date:  2011-09       Impact factor: 1.986

Review 6.  Impulsivity as a determinant and consequence of drug use: a review of underlying processes.

Authors:  Harriet de Wit
Journal:  Addict Biol       Date:  2008-10-09       Impact factor: 4.280

Review 7.  Neuroethology of decision-making.

Authors:  Geoffrey K Adams; Karli K Watson; John Pearson; Michael L Platt
Journal:  Curr Opin Neurobiol       Date:  2012-08-16       Impact factor: 6.627

8.  Tonic dopamine modulates exploitation of reward learning.

Authors:  Jeff A Beeler; Nathaniel Daw; Cristianne R M Frazier; Xiaoxi Zhuang
Journal:  Front Behav Neurosci       Date:  2010-11-04       Impact factor: 3.558

9.  Foraging across the life span: is there a reduction in exploration with aging?

Authors:  Rui Mata; Andreas Wilke; Uwe Czienskowski
Journal:  Front Neurosci       Date:  2013-04-17       Impact factor: 4.677

10.  Frontopolar cortex and decision-making efficiency: comparing brain activity of experts with different professional background during an exploration-exploitation task.

Authors:  Daniella Laureiro-Martínez; Nicola Canessa; Stefano Brusoni; Maurizio Zollo; Todd Hare; Federica Alemanno; Stefano F Cappa
Journal:  Front Hum Neurosci       Date:  2014-01-22       Impact factor: 3.169

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  29 in total

1.  Subcortical Substrates of Explore-Exploit Decisions in Primates.

Authors:  Vincent D Costa; Andrew R Mitz; Bruno B Averbeck
Journal:  Neuron       Date:  2019-06-10       Impact factor: 17.173

Review 2.  Quantity versus quality: Convergent findings in effort-based choice tasks.

Authors:  Evan E Hart; Alicia Izquierdo
Journal:  Behav Processes       Date:  2019-05-11       Impact factor: 1.777

3.  Sex differences in learning from exploration.

Authors:  Cathy S Chen; Evan Knep; Autumn Han; R Becket Ebitz; Nicola M Grissom
Journal:  Elife       Date:  2021-11-19       Impact factor: 8.140

4.  To learn or to gain: neural signatures of exploration in human decision-making.

Authors:  Shanshan Zhen; Zachary A Yaple; Simon B Eickhoff; Rongjun Yu
Journal:  Brain Struct Funct       Date:  2021-10-01       Impact factor: 3.270

Review 5.  Foraging for foundations in decision neuroscience: insights from ethology.

Authors:  Dean Mobbs; Pete C Trimmer; Daniel T Blumstein; Peter Dayan
Journal:  Nat Rev Neurosci       Date:  2018-07       Impact factor: 34.870

6.  Dopaminergic modulation of the exploration/exploitation trade-off in human decision-making.

Authors:  Karima Chakroun; David Mathar; Antonius Wiehler; Florian Ganzer; Jan Peters
Journal:  Elife       Date:  2020-06-02       Impact factor: 8.140

7.  Imprecise action selection in substance use disorder: Evidence for active learning impairments when solving the explore-exploit dilemma.

Authors:  Ryan Smith; Philipp Schwartenbeck; Jennifer L Stewart; Rayus Kuplicki; Hamed Ekhtiari; Martin P Paulus
Journal:  Drug Alcohol Depend       Date:  2020-08-06       Impact factor: 4.492

8.  Meta-control of the exploration-exploitation dilemma emerges from probabilistic inference over a hierarchy of time scales.

Authors:  Dimitrije Marković; Thomas Goschke; Stefan J Kiebel
Journal:  Cogn Affect Behav Neurosci       Date:  2020-12-28       Impact factor: 3.282

9.  Dynamic decision policy reconfiguration under outcome uncertainty.

Authors:  Krista Bond; Kyle Dunovan; Alexis Porter; Jonathan E Rubin; Timothy Verstynen
Journal:  Elife       Date:  2021-12-24       Impact factor: 8.140

10.  Attention-deficit/hyperactivity disorder and the explore/exploit trade-off.

Authors:  Merideth A Addicott; John M Pearson; Julia C Schechter; Jeffrey J Sapyta; Margaret D Weiss; Scott H Kollins
Journal:  Neuropsychopharmacology       Date:  2020-10-11       Impact factor: 7.853

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