Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

Estimating parameters of the diffusion model

Approaches to dealing with contaminant reaction times and parameter variability

Bibliographic Data

ID23338331
AuthorsRoger Ratcliff (0000-0001-9657-0814, Northwestern University, corresponding author), Francis Tuerlinckx (0000-0002-1775-7654, KU Leuven)
Year2002
Volume9
Issue3
Pages438-481
Publication date2002-09-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenuePsychonomic Bulletin & Review (JOURNAL)
Journal identifiersISSN: 1069-9384 • E-ISSN: 1531-5320
PublisherSpringer Science and Business Media LLC (PUBLISHER)
DOI10.3758/bf03196302
PMID12412886
OpenAlexW2006388199
LanguageEN
Citations received66
References cited48

Diffusion · Estimation theory · Least-squares function approximation · Maximum likelihood · Model parameter · Process (computing) · Square (algebra) · Standard deviation · Statistics · Thermodynamics · Advanced Neuroimaging Techniques and Applications · Applied Mathematics · Computer Science · Mathematics · Statistical Methods and Bayesian Inference

  • HDDM

    Open Access•Thomas V Wiecki, Imri Sofer et al.•Frontiers in Neuroinformatics•2013

  • Anxiety enhances threat processing without competition among multiple inputs

    Corey N White, Roger Ratcliff et al.•Emotion•2010

  • Emotion perception in habitual players of action video games

    Swann Pichon, Benoit Bediou et al.•Emotion•2020

  • The effect of perceptual organization on numerical and preference-based decisions shows inter-subject correlation

    Open Access•Maurice Glickman, Moshe Glickman et al.•Psychonomic Bulletin & Review•2023

  • Two-stage dynamic signal detection

    Timothy J Pleskac, Jerome R Busemeyer•Psychological Review•2010

  • The physics of optimal decision making

    Rafal Bogacz, Eric Brown et al.•Psychological Review•2006

  • Diffusion Models in Experimental Psychology

    Alex Vo, Andreas Voss et al.•Experimental Psychology•2013

  • Diffusion Decision Model

    Open Access•Roger Ratcliff, Philip L Smith et al.•Trends in Cognitive Sciences•2016

  • A Comparison of Sequential Sampling Models for Two-Choice Reaction Time.

    Roger Ratcliff, Philip L Smith•Psychological Review•2004

  • The speed-accuracy tradeoff

    Open Access•Richard P Heitz•Frontiers in Neuroscience•2014

  • The Diffusion Decision Model

    Roger Ratcliff, Gail Mckoon•Neural Computation•2008

  • The simplest complete model of choice response time

    Open Access•Scott D Brown, Scott Brown et al.•Cognitive Psychology•2008

  • OCD Influences Evidence Accumulation During Decision Making in Males but Not Females During Perceptual and Value-Driven Choice

    Open Access•Xiao Ma, Ashton Megli et al.•Frontiers in Psychiatry•2021

  • Association between mental health symptoms and behavioral performance in younger vs. older online workers

    Open Access•Colleen Mills‐Finnerty, Colleen Mills-Finnerty et al.•Frontiers in Psychiatry•2023

  • Advancing Research on Cognitive Processes in Social and Personality Psychology

    Open Access•David J Johnson, Christopher J Hopwood et al.•Social Psychological and…•2017

  • Pedestrians’ road-crossing decisions

    Open Access•Max Theisen, Caroline Schießl et al.•International Journal of…•2024

  • Ten years Diffusion Model for Conflict (DMC) tasks

    Open Access•Markus Janczyk, Ian Grant Mackenzie et al.•Psychonomic Bulletin & Review•2026

  • Parameter identifiability in evidence-accumulation models

    Open Access•Malte Lüken, Andrew Heathcote et al.•Psychonomic Bulletin & Review•2025

  • An EZ Bayesian hierarchical drift diffusion model for response time and accuracy

    Open Access•Adriana F Chávez De la Peña, Joachim Vandekerckhove•Psychonomic Bulletin & Review•2025

  • A framework for building cognitive process models

    Open Access•Sam Garkawe, Jana B Jarecki et al.•Psychonomic Bulletin & Review•2020

  • The effect of speed-stress on driving behavior

    Open Access•Yonatan Vanunu, Roger Ratcliff•Psychonomic Bulletin & Review•2023

  • Sequential sampling models without random between-trial variability

    Open Access•Gabriel Tillman, Trish Van Zandt et al.•Psychonomic Bulletin & Review•2020

  • A revised diffusion model for conflict tasks

    Open Access•Ping-Shien Lee, David K Sewell•Psychonomic Bulletin & Review•2024

  • An extension of the shifted Wald model of human response times

    Open Access•Zachary L Howard, Elizabeth Fox et al.•Psychonomic Bulletin & Review•2024

  • Neither measurement error nor speed–accuracy trade-offs explain the difficulty of establishing attentional control as a psychometric construct

    Open Access•Alodie Rey-Mermet, Henrik Singmann et al.•Psychonomic Bulletin & Review•2025

  • The neural implausibility of the diffusion decision model doesn’t matter for cognitive psychometrics, but the Ornstein-Uhlenbeck model is better

    Open Access•Jia-Shun Wang, Christopher Donkin et al.•Psychonomic Bulletin & Review•2024

  • Investigating mechanisms of the attentional repulsion effect

    Open Access•Jayce D Rushton, Rebecca K Lawrence et al.•Psychonomic Bulletin & Review•2024

  • Ez-CDM

    Open Access•Hasan Qarehdaghi, Jamal Amani Rad•Psychonomic Bulletin & Review•2024

  • Ambiguity preferences in intertemporal and risky choice

    Open Access•Mingqian Guo, Iris Ikink et al.•Psychonomic Bulletin & Review•2025

  • People are at least as good at optimizing reward rate under equivalent fixed-trial compared to fixed-time conditions

    Open Access•Grant J Taylor, Scott D Brown et al.•Psychonomic Bulletin & Review•2025

  • Does allowing for changes of mind influence initial responses

    Open Access•Grant J Taylor, Augustine T Nguyen et al.•Psychonomic Bulletin & Review•2024

  • All types of recognition errors are (at least partly) attributable to misleading memory evidence, even false alarms

    Open Access•Anne Voormann, Constantin G Meyer-Grant et al.•Psychonomic Bulletin & Review•2026

  • “Reliable organisms from unreliable components” revisited

    Open Access•Philip L Smith•Psychonomic Bulletin & Review•2023

  • Memory error speed predicts subsequent accuracy for recognition misses but not false alarms

    Melisa Akan, Elif Yüvrük et al.•Memory•2023

  • Context ameliorates but does not eliminate garden-pathing

    Open Access•Dario Paape, Shravan Vasishth•Journal of Memory and Language•2026

  • Hypervigilance strikes a balance between external and internal attention

    Open Access•Nan Wang, Sam Verschooren et al.•Psychological Research•2025

  • Implementation of the diffusion model on dot-probe task performance in children with behavioral inhibition

    Open Access•Shane Wise, Cynthia Huang‐Pollock et al.•Psychological Research•2022

  • Stimulus valence moderates self-learning

    Open Access•Parnian Jalalian, Saga L Svensson et al.•Cognition & Emotion•2024

  • Eliciting social approach-avoidance conflict within a novel experimental paradigm

    Travis C Evans, Mikael Rubin et al.•Cognition & Emotion•2026

  • Integrated diffusion models for distance effects in number memory

    Open Access•Roger Ratcliff•Cognitive Psychology•2022

  • Double responding

    Open Access•Nathan J Evans, Gilles Dutilh et al.•Cognitive Psychology•2020

  • Modeling the interaction of numerosity and perceptual variables with the diffusion model

    Open Access•Inhan Kang, Roger Ratcliff•Cognitive Psychology•2020

  • Response time modelling reveals evidence for multiple, distinct sources of moral decision caution

    Open Access•Milan Andrejević, Joshua P White et al.•Cognition•2022

  • Sticky me

    Open Access•Marius Golubickis, C Neil Macrae•Cognition•2022

  • Bias and noise in proportion estimation

    Open Access•Camilo Gouet, Wei Jin et al.•Cognition•2021

  • Thinking more or thinking differently? Using drift-diffusion modeling to illuminate why accuracy prompts decrease misinformation sharing

    Open Access•Hause Lin, Gordon Pennycook et al.•Cognition•2023

  • Response error and processing biases in confidence judgment

    Open Access•Edgar C Merkle, Winston R Sieck et al.•Journal of Behavioral Decision…•2008

  • Parts of me

    Open Access•Marius Golubickis, Johanna K Falben et al.•Consciousness and Cognition•2020

  • Unconscious temporal attention induced by invisible temporal association cues

    Open Access•Yangyang Sun, Keshuo Wang et al.•Consciousness and Cognition•2024

  • Slow and steady? Strategic adjustments in response caution are moderately reliable and correlate across tasks

    Open Access•Craig Hedge, Solveiga Vivian-Griffiths et al.•Consciousness and Cognition•2019

  • Learning about me and you

    Open Access•Parnian Jalalian, Marius Golubickis et al.•Consciousness and Cognition•2023

  • The temporal profile of self-prioritization

    Open Access•Parnian Jalalian, Marius Golubickis et al.•Consciousness and Cognition•2024

  • Threat-related attention bias in socioemotional development

    Open Access•Xiaoxue Fu, Koraly E Pérez‐edgar et al.•Developmental Review•2019

  • The Influence of Pain-Related Expectations on Intensity Perception of Nonpainful Somatosensory Stimuli

    Jonas Zaman, Katja Wiech et al.•Psychosomatic Medicine•2018

  • Minimum Distance Estimation of Multidimensional Diffusion-Based Item Response Theory Models

    Jochen Ranger, Jörg‐Tobias Kuhn et al.•Multivariate Behavioral Research•2020

  • Social mindfulness is associated with reduced self-bias

    Open Access•Marius Golubickis, Siobhan Caughey et al.•Consciousness and Cognition•2026

  • Exploring the Limits and Sources of Sequential Modulations in Backward Crosstalk

    Markus Janczyk, Carolin Schonard et al.•The American Journal of Psychology•2026

  • Effects of specific negative emotions on the retrieval dynamics underlying recognition memory decisions

    Open Access•Elif Yüvrük, Aycan Kapucu•Journal of Memory and Language•2026

  • A hierarchical-drift diffusion model of the roles of hunger, caloric density and valence in food selection

    Open Access•Paolo Garlasco, Sofia Adelaide Osimo et al.•Appetite•2019

  • Children's inhibitory control abilities in the presence of rewards are related to weight status and eating in the absence of hunger

    Open Access•Shana Adise, Corey N White et al.•Appetite•2021

  • Response times in economics

    Open Access•John A Clithero•Journal of Economic Psychology•2018

  • Interpreting ambiguous stimuli

    Open Access•Alex Vo, Andreas Voss et al.•Journal of Experimental Social…•2007

  • Reconciling age-related changes in behavioural and neural indices of human perceptual decision-making

    Open Access•David P Mcgovern, Aoife Hayes et al.•Nature Human Behaviour•2018

  • Idiosyncratic choice bias naturally emerges from intrinsic stochasticity in neuronal dynamics

    Open Access•Lior Lebovich, Ran Darshan et al.•Nature Human Behaviour•2019

  • Neurocomputational mechanisms of prior-informed perceptual decision-making in humans

    Open Access•Simon P Kelly, E A Corbett et al.•Nature Human Behaviour•2020

  • Gaze bias differences capture individual choice behaviour

    Open Access•Anne Wall Thomas, K Torii et al.•Nature Human Behaviour•2019

  • The advanced theory of statistics

    Alan Stuart, Anthony O'Hagan et al.•The advanced theory of statistics•1969

  • Diffusion and Random Walk Processes

    Open Access•Philip L Smith, Roger Ratcliff•International Encyclopedia of the…•2015

  • Linear Statistical Inference and its Applications

    Open Access•C Radhakrishna Rao•Linear Statistical Inference and…•1973

  • Decision field theory

    Jerome R Busemeyer, James T Townsend•Psychological Review•1993

  • Multialternative decision field theory

    Robert M Roe, Jermone R Busemeyer et al.•Psychological Review•2001

  • A Comparison of Sequential Sampling Models for Two-Choice Reaction Time.

    Roger Ratcliff, Philip L Smith•Psychological Review•2004

  • A theory of memory retrieval.

    Roger Ratcliff•Psychological Review•1978

  • A Simplex Method for Function Minimization

    J A Nelder, R Mead•The Computer Journal•1965

  • Modeling Response Times for Two-Choice Decisions

    Open Access•Roger Ratcliff, Jeffrey N Rouder•Psychological Science•1998

  • Obtaining meaningful results from Fourier deconvolution of reaction time data

    Philip L Smith•Psychological Bulletin•1990

  • Fundamental derivations from decision field theory

    Open Access•Jerome R Busemeyer, James T Townsend•Mathematical Social Sciences•1992

  • Methods for dealing with reaction time outliers

    Roger Ratcliff•Psychological Bulletin•1993

  • Group reaction time distributions and an analysis of distribution statistics

    Roger Ratcliff•Psychological Bulletin•1979

Unique citing works66
Citations per year3
Citation span2004 - 2026 (23)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 62

Tools

Open DOISci-HubOpen Access
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae