Frontiers in Neuroscience (Jan 2012)

Piéron's law and optimal behavior in perceptual decision-making

  • Leendert eVan Maanen,
  • Raoul P.P.P. Grasman,
  • Birte U Forstmann,
  • Eric-Jan eWagenmakers,
  • Eric-Jan eWagenmakers

DOI
https://doi.org/10.3389/fnins.2011.00143
Journal volume & issue
Vol. 5

Abstract

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Piéron's Law describes a psychophysical regularity between mean response times and stimulus intensity in signal detection tasks. In this paper we extend this notion to perceptual two-choice decision-making, and demonstrate that Piéron's Law holds as the discriminability between two competing choices is manipulated. We present a Bayesian ideal observer model that explains why a Piéron-like regularity is found when stimulus discriminability is manipulated, and discuss how this model can be extended to cover signal detection tasks.

Keywords