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The Attentional Drift Diffusion Model of Simple Perceptual Decision-Making

Tavares, Gabriela and Perona, Pietro and Rangel, Antonio (2017) The Attentional Drift Diffusion Model of Simple Perceptual Decision-Making. Frontiers in Neuroscience, 11 . Art. No. 468. ISSN 1662-453X. https://resolver.caltech.edu/CaltechAUTHORS:20170908-085943167

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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.


Item Type:Article
Related URLs:
URLURL TypeDescription
https://doi.org/10.3389/fnins.2017.00468DOIArticle
http://journal.frontiersin.org/article/10.3389/fnins.2017.00468/fullPublisherArticle
http://journal.frontiersin.org/article/10.3389/fnins.2017.00468/full#supplementary-materialPublisherSupplementary Material
ORCID:
AuthorORCID
Perona, Pietro0000-0002-7583-5809
Additional Information:© 2017 Tavares, Perona and Rangel. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. Received: 24 March 2017. Accepted: 08 August 2017. Published: 24 August 2017. We thank Shin Shimojo for invaluable advice on how to improve the attentional manipulation in Experiment 2. This research was supported by NIMH Conte Center Grant and by the Lipper Foundation. The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Funders:
Funding AgencyGrant Number
National Institute of Mental Health (NIMH)UNSPECIFIED
Lipper FoundationUNSPECIFIED
NIHUNSPECIFIED
Subject Keywords:attention, drift-diffusion model, perception, decision-making, eye-tracking
Record Number:CaltechAUTHORS:20170908-085943167
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20170908-085943167
Official Citation:Tavares G, Perona P and Rangel A (2017) The Attentional Drift Diffusion Model of Simple Perceptual Decision-Making. Front. Neurosci. 11:468. doi: 10.3389/fnins.2017.00468
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:81259
Collection:CaltechAUTHORS
Deposited By: Ruth Sustaita
Deposited On:08 Sep 2017 20:11
Last Modified:03 Oct 2019 18:40

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