Communications Biology · 2020 · 22 citations · 36 references
Social SciencesNeurosciencePsychologyCognitive NeuroscienceCognitive PsychologyVisual PerceptionNeural Basis Of PerceptionReaction TimeBiasesDecision BiasesPerceptual AftereffectsPerceptual BiasReaction Time In VisionTilt IllusionVisual Reaction Time
Fast and slow decisions exhibit distinct behavioral properties, such as the presence of decision bias in faster but not slower responses. This dichotomy is currently explained by assuming that distinct cognitive processes map to separate brain mechanisms. Here, we suggest an alternative single-process account based on the stochastic properties of decision processes. Our experimental results show perceptual biases in a variety of tasks (specifically: learned priors, tilt aftereffect, and tilt illusion) that are much reduced with increasing reaction time. To account for this, we consider a simple yet general explanation: prior and noisy decision-related evidence are integrated serially, with evidence and noise accumulating over time (as in the standard drift diffusion model). With time, owing to noise accumulation, the prior effect is predicted to diminish. This illustrates that a clear behavioral separation-presence vs. absence of bias-may reflect a simple stochastic mechanism.
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R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
Judgment under Uncertainty: Heuristics and Biases
Amos Tversky, Daniel Kahneman · Science · 1974 · 28K citations
Judgment under Uncertainty: Heuristics and Biases
Amos Tversky, Daniel Kahneman · 1975 · 23.1K citations
Roger Ratcliff · Psychological Review · 1978 · 4.2K citations