Mental Representations Distinguish Value-based Decisions from Perceptual Decisions

Overview

Journal Psychon Bull Rev

Specialty Psychology

Date 2021 Apr 6

PMID 33821461

Citations 2

Authors

Stephanie M Smith

Ian Krajbich

Affiliations

Soon will be listed here.

Abstract

In our daily lives, we make a wide variety of decisions. One major distinction that has been made is between perceptual decisions and value-based (economic) decisions. We argue that this distinction is ill-defined, because these decisions vary on multiple dimensions. We present an alternative way to categorize decisions, based on two dimensions: subjective versus objective criteria, and evaluation of a stimulus versus a representation. We experimentally study the decision-making process (with eye-tracking) in each of the four resulting categories, using the same stimulus set of food images. Using a combination of individual-level and group-level modeling, we find surprisingly consistent patterns of behavior across the categories. However, we find stronger similarities between the subjective and objective categories, and stronger differences between the stimulus and representation categories.

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References

Amasino D, Sullivan N, Kranton R, Huettel S . Amount and time exert independent influences on intertemporal choice. Nat Hum Behav. 2019; 3(4):383-392. PMC: 8020819. DOI: 10.1038/s41562-019-0537-2. View

Bakkour A, Palombo D, Zylberberg A, Kang Y, Reid A, Verfaellie M . The hippocampus supports deliberation during value-based decisions. Elife. 2019; 8. PMC: 6693920. DOI: 10.7554/eLife.46080. View

Bogacz R, Wagenmakers E, Forstmann B, Nieuwenhuis S . The neural basis of the speed-accuracy tradeoff. Trends Neurosci. 2009; 33(1):10-6. DOI: 10.1016/j.tins.2009.09.002. View

Brainard D . The Psychophysics Toolbox. Spat Vis. 1997; 10(4):433-6. View

Busemeyer J, Townsend J . Decision field theory: a dynamic-cognitive approach to decision making in an uncertain environment. Psychol Rev. 1993; 100(3):432-59. DOI: 10.1037/0033-295x.100.3.432. View

Fisher G . An attentional drift diffusion model over binary-attribute choice. Cognition. 2017; 168:34-45. DOI: 10.1016/j.cognition.2017.06.007. View

Fromer R, Dean Wolf C, Shenhav A . Goal congruency dominates reward value in accounting for behavioral and neural correlates of value-based decision-making. Nat Commun. 2019; 10(1):4926. PMC: 6820735. DOI: 10.1038/s41467-019-12931-x. View

Ghaffari M, Fiedler S . The Power of Attention: Using Eye Gaze to Predict Other-Regarding and Moral Choices. Psychol Sci. 2018; 29(11):1878-1889. DOI: 10.1177/0956797618799301. View

Gluth S, Kern N, Kortmann M, Vitali C . Value-based attention but not divisive normalization influences decisions with multiple alternatives. Nat Hum Behav. 2020; 4(6):634-645. PMC: 7306407. DOI: 10.1038/s41562-020-0822-0. View

10.

Gluth S, Sommer T, Rieskamp J, Buchel C . Effective Connectivity between Hippocampus and Ventromedial Prefrontal Cortex Controls Preferential Choices from Memory. Neuron. 2015; 86(4):1078-1090. DOI: 10.1016/j.neuron.2015.04.023. View

11.

Gold J, Shadlen M . The neural basis of decision making. Annu Rev Neurosci. 2007; 30:535-74. DOI: 10.1146/annurev.neuro.29.051605.113038. View

12.

Gwinn R, Leber A, Krajbich I . The spillover effects of attentional learning on value-based choice. Cognition. 2018; 182:294-306. DOI: 10.1016/j.cognition.2018.10.012. View

13.

Hanks T, Summerfield C . Perceptual Decision Making in Rodents, Monkeys, and Humans. Neuron. 2017; 93(1):15-31. DOI: 10.1016/j.neuron.2016.12.003. View

14.

Heekeren H, Marrett S, Bandettini P, Ungerleider L . A general mechanism for perceptual decision-making in the human brain. Nature. 2004; 431(7010):859-62. DOI: 10.1038/nature02966. View

15.

Konovalov A, Krajbich I . Gaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning. Nat Commun. 2016; 7:12438. PMC: 4987535. DOI: 10.1038/ncomms12438. View

16.

Krajbich I, Armel C, Rangel A . Visual fixations and the computation and comparison of value in simple choice. Nat Neurosci. 2010; 13(10):1292-8. DOI: 10.1038/nn.2635. View

17.

Lim S, ODoherty J, Rangel A . The decision value computations in the vmPFC and striatum use a relative value code that is guided by visual attention. J Neurosci. 2011; 31(37):13214-23. PMC: 6623246. DOI: 10.1523/JNEUROSCI.1246-11.2011. View

18.

Louie K, Khaw M, Glimcher P . Normalization is a general neural mechanism for context-dependent decision making. Proc Natl Acad Sci U S A. 2013; 110(15):6139-44. PMC: 3625302. DOI: 10.1073/pnas.1217854110. View

19.

Mulder M, Wagenmakers E, Ratcliff R, Boekel W, Forstmann B . Bias in the brain: a diffusion model analysis of prior probability and potential payoff. J Neurosci. 2012; 32(7):2335-43. PMC: 6621823. DOI: 10.1523/JNEUROSCI.4156-11.2012. View

20.

OConnell R, Shadlen M, Wong-Lin K, Kelly S . Bridging Neural and Computational Viewpoints on Perceptual Decision-Making. Trends Neurosci. 2018; 41(11):838-852. PMC: 6215147. DOI: 10.1016/j.tins.2018.06.005. View