Literature DB >> 18411528

Diffusion model analysis with MATLAB: a DMAT primer.

Joachim Vandekerckhove1, Francis Tuerlinckx.   

Abstract

The Ratcliff diffusion model has proved to be a useful tool in reaction time analysis. However, its use has been limited by the practical difficulty of estimating the parameters. We present a software tool, the Diffusion Model Analysis Toolbox (DMAT), intended to make the Ratcliff diffusion model for reaction time and accuracy data more accessible to experimental psychologists. The tool takes the form of a MATLAB toolbox and can be freely downloaded from ppw.kuleuven.be/okp/dmatoolbox. Using the program does not require a background in mathematics, nor any advanced programming experience (but familiarity with MATLAB is useful). We demonstrate the basic use of DMAT with two examples.

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Year:  2008        PMID: 18411528     DOI: 10.3758/brm.40.1.61

Source DB:  PubMed          Journal:  Behav Res Methods        ISSN: 1554-351X


  73 in total

Review 1.  Accounting for speed-accuracy tradeoff in perceptual learning.

Authors:  Charles C Liu; Takeo Watanabe
Journal:  Vision Res       Date:  2011-09-19       Impact factor: 1.886

2.  Analysis of hand kinematics reveals inter-individual differences in intertemporal decision dynamics.

Authors:  Cinzia Calluso; Giorgia Committeri; Giovanni Pezzulo; Nathan Lepora; Annalisa Tosoni
Journal:  Exp Brain Res       Date:  2015-09-04       Impact factor: 1.972

3.  Individual differences in emotion word processing: A diffusion model analysis.

Authors:  Christina J Mueller; Lars Kuchinke
Journal:  Cogn Affect Behav Neurosci       Date:  2016-06       Impact factor: 3.282

4.  Fitting the Ratcliff diffusion model to experimental data.

Authors:  Joachm Vandekerckhove; Francis Tuerlinckx
Journal:  Psychon Bull Rev       Date:  2007-12

5.  Comparing time-accuracy curves: beyond goodness-of-fit measures.

Authors:  Charles C Liu; Philip L Smith
Journal:  Psychon Bull Rev       Date:  2009-02

6.  EZ does it! Extensions of the EZ-diffusion model.

Authors:  Eric-Jan Wagenmakers; Han L J van der Maas; Conor V Dolan; Raoul P P P Grasman
Journal:  Psychon Bull Rev       Date:  2008-12

7.  Sleep deprivation is associated with attenuated parametric valuation and control signals in the midbrain during value-based decision making.

Authors:  Mareike M Menz; Christian Büchel; Jan Peters
Journal:  J Neurosci       Date:  2012-05-16       Impact factor: 6.167

Review 8.  Psychological interpretation of the ex-Gaussian and shifted Wald parameters: a diffusion model analysis.

Authors:  Dora Matzke; Eric-Jan Wagenmakers
Journal:  Psychon Bull Rev       Date:  2009-10

9.  Contingent capture and inhibition of return: a comparison of mechanisms.

Authors:  William Prinzmetal; Jordan A Taylor; Loretta Barry Myers; Jacqueline Nguyen-Espino
Journal:  Exp Brain Res       Date:  2011-08-04       Impact factor: 1.972

10.  Distinct encoding of decision confidence in human medial prefrontal cortex.

Authors:  Dan Bang; Stephen M Fleming
Journal:  Proc Natl Acad Sci U S A       Date:  2018-05-21       Impact factor: 11.205

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