Literature DB >> 30684250

A statistical test for the optimality of deliberative time allocation.

Rahul Bhui1.   

Abstract

Whenever we make a choice, we must also decide how much time to spend making it. Many theories of decision-making crucially assume that this deliberation perfectly balances the costs of time expenditure and the benefits of better decisions. However, might we "overthink" or "underthink" decisions? Here, I propose and implement a method to precisely determine whether people are optimally spending their time on deliberation, accounting for individual preferences. This test evaluates the consistency of underlying preferences for time when incentives change, which is a necessary condition for optimality. This enables a more comprehensive analysis of rationality in a variety of contexts. I demonstrate how the test can reveal departures from optimality using two motion discrimination experiments in which I vary task difficulty and monetary incentives.

Entities:  

Keywords:  Decision making; Optimality; Response time; Sequential sampling models; Speed-accuracy tradeoff

Mesh:

Year:  2019        PMID: 30684250     DOI: 10.3758/s13423-018-1555-1

Source DB:  PubMed          Journal:  Psychon Bull Rev        ISSN: 1069-9384


  57 in total

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5.  Neuronal correlates of a perceptual decision.

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6.  Reward rate optimization in two-alternative decision making: empirical tests of theoretical predictions.

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7.  Deciding when to decide: time-variant sequential sampling models explain the emergence of value-based decisions in the human brain.

Authors:  Sebastian Gluth; Jörg Rieskamp; Christian Büchel
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8.  Robust versus optimal strategies for two-alternative forced choice tasks.

Authors:  M Zacksenhouse; R Bogacz; P Holmes
Journal:  J Math Psychol       Date:  2010-01-13       Impact factor: 2.223

9.  A dissociation of motion and spatial-pattern vision in the avian telencephalon: implications for the evolution of "visual streams".

Authors:  Angela P Nguyen; Marcia L Spetch; Nathan A Crowder; Ian R Winship; Peter L Hurd; Douglas R W Wylie
Journal:  J Neurosci       Date:  2004-05-26       Impact factor: 6.167

10.  The BCD of response time analysis in experimental economics.

Authors:  Leonidas Spiliopoulos; Andreas Ortmann
Journal:  Exp Econ       Date:  2017-05-24
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  3 in total

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Review 2.  Setting the space for deliberation in decision-making.

Authors:  Danilo Vasconcellos Vargas; Johan Lauwereyns
Journal:  Cogn Neurodyn       Date:  2021-04-21       Impact factor: 3.473

3.  Magnitude-sensitive reaction times reveal non-linear time costs in multi-alternative decision-making.

Authors:  James A R Marshall; Andreagiovanni Reina; Célia Hay; Audrey Dussutour; Angelo Pirrone
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  3 in total

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