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The drift diffusion model can account for value-based choice response times under high and low time pressure

Milosavljevic, Milica and Malmaud, Jonathan and Huth, Alexander and Koch, Christof and Rangel, Antonio (2010) The drift diffusion model can account for value-based choice response times under high and low time pressure. Judgment and Decision Making, 5 (6). pp. 437-449. ISSN 1930-2975. http://resolver.caltech.edu/CaltechAUTHORS:20130816-103405233

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Abstract

An important open problem is how values are compared to make simple choices. A natural hypothesis is that the brain carries out the computations associated with the value comparisons in a manner consistent with the Drift Diffusion Model (DDM), since this model has been able to account for a large amount of data in other domains. We investigated the ability of four different versions of the DDM to explain the data in a real binary food choice task under conditions of high and low time pressure. We found that a seven-parameter version of the DDM can account for the choice and reaction time data with high-accuracy, in both the high and low time pressure conditions. The changes associated with the introduction of time pressure could be traced to changes in two key model parameters: the barrier height and the noise in the slope of the drift process.


Item Type:Article
Related URLs:
URLURL TypeDescription
http://journal.sjdm.org/10/9224/jdm9224.pdfPublisherArticle
Additional Information:We gratefully thank the NGA, the NSF and the Mathers and Moore Foundations for funding this research. We also thank Roger Ratcliff for giving us invaluable comments during the review process.
Group:Koch Laboratory, KLAB
Funders:
Funding AgencyGrant Number
NGAUNSPECIFIED
Mathers FoundationUNSPECIFIED
Moore FoundationUNSPECIFIED
Subject Keywords:drift-diffusion model, value-based choice, response time
Record Number:CaltechAUTHORS:20130816-103405233
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:20130816-103405233
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:40690
Collection:CaltechAUTHORS
Deposited By: KLAB Import
Deposited On:11 Feb 2012 00:03
Last Modified:23 Sep 2013 23:18

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