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Published on: January 23, 2017
The Attentional Drift Diffusion Model of Simple Perceptual Decision-Making
Gabriela Tavares1, Pietro Perona1, Antonio Rangel1,2
1Computation and Neural Systems, California Institute of TechnologyPasadena, CA, United States.
Abstract:
Perceptual decisions requiring the comparison of spatially distributed stimuli that are fixated sequentially might be influenced by fluctuations in visual attention. We used two psychophysical tasks with human subjects to investigate the extent to which visual attention influences simple perceptual choices, and to test the extent to which the attentional Drift Diffusion Model (aDDM) provides a good computational description of how attention affects the underlying decision processes. We find evidence for sizable attentional choice biases and that the aDDM provides a reasonable quantitative description of the relationship between fluctuations in visual attention, choices and reaction times. We also find that exogenous manipulations of attention induce choice biases consistent with the predictions of the model.
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