How to use the diffusion model: Parameter recovery of three methods: EZ, fast-dm, and DMAT

No abstract is available for this paper.

• Publication year

  2009

• Venue

  Journal of Mathematical Psychology

• Publication date

  2009-12-01

• Fields of study

  Mathematics, Psychology

• Identifiers
  DOI 10.1016/J.JMP.2009.09.004
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Does the name-race implicit association test measure racial prejudice?

  2011cited by this paper
• Hierarchical diffusion models for two-choice response times.

  2011cited by this paper
• On the mean and variance of response times under the diffusion model with an application to parameter estimation

  2009cited by this paper
• EZ does it! Extensions of the EZ-diffusion model

  2008cited by this paper
• The EZ diffusion method: Too EZ?

  2008cited by this paper
• Diffusion model analysis with MATLAB: A DMAT primer

  2008cited by this paper
• The simplest complete model of choice response time: linear ballistic accumulation.

  2008influential reference
• A Diffusion Model Account of Criterion Shifts in the Lexical Decision Task.

  2008cited by this paper
• The Diffusion Decision Model: Theory and Data for Two-Choice Decision Tasks

  2008cited by this paper
• A fast numerical algorithm for the estimation of diffusion model parameters

  2008cited by this paper
• Fitting the ratcliff diffusion model to experimental data

  2007cited by this paper
• Fast-dm: A free program for efficient diffusion model analysis

  2007cited by this paper
• Individual differences in components of reaction time distributions and their relations to working memory and intelligence.

  2007cited by this paper
• An EZ-diffusion model for response time and accuracy

  2007cited by this paper
• On the linear relation between the mean and the standard deviation of a response time distribution.

  2007cited by this paper
• Process components of the Implicit Association Test: a diffusion-model analysis.

  2007cited by this paper
• Why are reasoning ability and working memory capacity related to mental speed? An investigation of stimulus–response compatibility in choice reaction time tasks

  2006cited by this paper
• Binding and inhibition in working memory: individual and age differences in short-term recognition.

  2005influential reference
• Interpreting the parameters of the diffusion model: An empirical validation

  2004cited by this paper
• A diffusion model account of the lexical decision task.

  2004cited by this paper
• The concept of validity.

  2004cited by this paper
• Mental Speed: On Frameworks, Paradigms, and a Platform for the Future.

  2004cited by this paper
• A comparison of sequential sampling models for two-choice reaction time.

  2004cited by this paper
• A diffusion model account of response time and accuracy in a brightness discrimination task: Fitting real data and failing to fit fake but plausible data

  2002cited by this paper
• Estimating parameters of the diffusion model: Approaches to dealing with contaminant reaction times and parameter variability

  2002cited by this paper
• The time course of perceptual choice: the leaky, competing accumulator model.

  2001influential reference
• Relationships among processing speed, working memory, and fluid intelligence in children.

  2000cited by this paper
• Connectionist and diffusion models of reaction time.

  1999cited by this paper
• Relation of successive percentiles of reaction time distributions to cognitive variables and adult age

  1998cited by this paper
• The speed–error trade‐off problem in psychometric testing

  1996cited by this paper
• Psychophysically principled models of visual simple reaction time.

  1995cited by this paper
• Reaction time variability and intelligence: A “worst performance” analysis of individual differences

  1990cited by this paper
• Continuous versus discrete information processing modeling accumulation of partial information.

  1988cited by this paper
• A Theory of Memory Retrieval.

  1978influential reference

• Developmental and genetic modulation of evidence integration dynamics in zebrafish sensorimotor decision-making

  2026cites this paper
• An EZ Bayesian hierarchical drift diffusion model for response time and accuracy

  2025cites this paper
• An Expert Guide to Planning Experimental Tasks For Evidence-Accumulation Modeling

  2025cites this paper
• Attentional bias and tobacco smoking frequency: A reflection on Bartlett et al. (2022)

  2025cites this paper
• Preference Learning with Response Time

  2025cites this paper
• A Diffusion Model Account of Cognitive Variability in Healthy Aging and Mild Cognitive Impairment

  2024cites this paper
• Age-related differences in resting-state, task-related, and structural brain connectivity: graph theoretical analyses and visual search performance

  2024cites this paper
• EZ-CDM: Fast, simple, robust, and accurate estimation of circular diffusion model parameters

  2024cites this paper
• Sequential Effects on Reaction Time Distributions: Commonalities and Differences Across Paradigms

  2024cites this paper
• Non-decision time: The Higgs Boson of decision.

  2024cites this paper
• Age-related differences in frontoparietal activation for target and distractor singletons during visual search

  2023cites this paper
• Uncovering the cognitive mechanisms underlying the gaze cueing effect

  2023cites this paper
• The Bayesian Mutation Sampler Explains Distributions of Causal Judgments

  2023cites this paper
• Non-decision time: the Higg’s boson of decision

  2023cites this paper
• Decision times in orthographic processing: a cross-linguistic study

  2023cites this paper
• Pedestrians' road-crossing decisions: Comparing different drift-diffusion models

  2023cites this paper
• A diffusion model analysis of age and individual differences in the retro-cue benefit

  2023cites this paper
• Process-oriented intelligence research: A review from the cognitive perspective

  2022cites this paper
• Modeling Responses to Alarm Systems: A Drift Diffusion Model Approach

  2022cites this paper
• Problems when fixing the response bias parameter z in drift diffusion analysis

  2022cites this paper
• Dissecting the chain of information processing and its interplay with neurochemicals and fluid intelligence across development

  2022cites this paper
• Neither measurement error nor speed–accuracy trade-offs explain the difficulty of establishing attentional control as a psychometric construct: Evidence from a latent-variable analysis using diffusion modeling

  2021cites this paper
• Healthful choices depend on the latency and rate of information accumulation

  2021cites this paper
• Repetition effects in action planning reflect effector- but not hemisphere-specific coding

  2021cites this paper
• Computational modeling reveals strategic and developmental differences in the behavioral impact of reward across adolescence.

  2021cites this paper
• Comparing Eight Parameter Estimation Methods for the Ratcliff Diffusion Model Using Free Software

  2020cites this paper
• Visuo-Perceptual and Decision-Making Contributions to Visual Hallucinations in Mild Cognitive Impairment in Lewy Body Disease: Insights from a Drift Diffusion Analysis

  2020cites this paper
• The EZ Diffusion Model: An overview with derivation, software, and an application to the Same-Different task

  2020cites this paper
• Title : The Exponential-Weight Mean-Variance Model : A novel computational model for the Balloon 1 Analogue Risk Task

  2020cites this paper
• Improving parameter recovery for conflict drift-diffusion models

  2020cites this paper
• Computational psychiatry: A new perspective on research and clinical applications in depression

  2020cites this paper
• Linking the Ex-Gaussian Parameters to Cognitive Stages: Insights from the Linear Ballistic Accumulator (LBA) Model

  2020influential citation
• A flexible framework for simulating and fitting generalized drift-diffusion models

  2020cites this paper
• Joint modeling of the two-alternative multidimensional forced-choice personality measurement and its response time by a Thurstonian D-diffusion item response model

  2020cites this paper
• Joint modeling of the two-alternative multidimensional forced-choice personality measurement and its response time by a Thurstonian D-diffusion item response model

  2020cites this paper
• Binding Costs in Processing Efficiency as Determinants of Cognitive Ability

  2020cites this paper
• Impaired Evidence Accumulation as a Transdiagnostic Vulnerability Factor in Psychopathology

  2020cites this paper
• Item response and response time model for personality assessment via linear ballistic accumulation

  2019cites this paper
• Inability to improve performance with control shows limited access to inner states

  2019cites this paper
• Item response and response time model for personality assessment via linear ballistic accumulation

  2019cites this paper
• Development of a novel computational model for the Balloon Analogue Risk Task: The Exponential-Weight Mean-Variance Model.

  2019cites this paper
• A computational account of the mechanisms underlying face perception biases in depression.

  2019cites this paper
• Evidence Accumulation Models: Current Limitations and Future Directions

  2019cites this paper
• Simple measurement models for complex working-memory tasks.

  2019cites this paper
• Static magnetic field stimulation of the supplementary motor area modulates resting-state activity and motor behavior

  2019cites this paper
• A parameter recovery assessment of time-variant models of decision-making

  2019cites this paper
• Mutual benefits: Combining reinforcement learning with sequential sampling models.

  2019cites this paper
• Same same but different? Modeling N-1 switch cost and N-2 repetition cost with the diffusion model and the linear ballistic accumulator model.

  2019cites this paper
• The Shape of ROC Curves in Shooter Tasks: Implications for Best Practices in Analysis

  2018cites this paper
• The Quality of Response Time Data Inference: A Blinded, Collaborative Assessment of the Validity of Cognitive Models

  2018cites this paper
• Speed–accuracy manipulations and diffusion modeling: Lack of discriminant validity of the manipulation or of the parameter estimates?

  2018cites this paper
• Response Times and Decision‐Making

  2018cites this paper
• Cognitive Models in Intelligence Research: Advantages and Recommendations for Their Application

  2018cites this paper
• Combining speed and accuracy to control for speed-accuracy trade-offs(?)

  2018cites this paper
• The Mapping Between Transformed Reaction Time Costs and Models of Processing in Aging and Cognition

  2018cites this paper
• The diffusion model visualizer: an interactive tool to understand the diffusion model parameters

  2018cites this paper
• Scene complexity modulates degree of feedback activity during object detection in natural scenes

  2018cites this paper
• EZ: An Easy Way to Conduct a More Fine-Grained Analysis of Faked and Nonfaked Implicit Association Test (IAT) Data

  2018influential citation
• Scoring Alternatives for Mental Speed Tests: Measurement Issues and Validity for Working Memory Capacity and the Attentional Blink Effect

  2018cites this paper
• Dietary self-control depends on the latency and rate of information accumulation

  2018cites this paper
• Estimating across-trial variability parameters of the Diffusion Decision Model: Expert advice and recommendations

  2018cites this paper
• Scene complexity modulates degree of feedback activity during object recognition in natural scenes

  2018cites this paper
• Variability in behavior that cognitive models do not explain can be linked to neuroimaging data

  2017cites this paper
• Functional modular architecture underlying attentional control in aging

  2017cites this paper
• Errors in Action Timing and Inhibition Facilitate Learning by Tuning Distinct Mechanisms in the Underlying Decision Process

  2017cites this paper
• UvA-DARE ( Digital Academic Repository ) Diffusion versus linear ballistic accumulation : different models but the same conclusions about psychological processes ?

  2017influential citation
• Effect of Emotions in a Lexical Decision Task: A Diffusion Model Analysis

  2017cites this paper
• Task difficulty modulates brain activation in the emotional oddball task.

  2017cites this paper
• Applying novel technologies and methods to inform the ontology of self-regulation.

  2017cites this paper
• The Neuro-Computational Architecture of Value-Based Selection in the Human Brain

  2017cites this paper
• Safe models for risky decisions

  2017cites this paper
• Intrahemispheric theta rhythm desynchronization impairs working memory

  2017cites this paper
• Parameter recovery for the Leaky Competing Accumulator model

  2017cites this paper
• How many trials are required for parameter estimation in diffusion modeling? A comparison of different optimization criteria

  2016influential citation
• Slower Perception Followed by Faster Lexical Decision in Longer Words: A Diffusion Model Analysis

  2016cites this paper
• The effect of alcohol hangover on choice response time

  2016cites this paper
• Treating All Rapid Responses as Errors (TARRE) Improves Estimates of Ability (Slightly)

  2016cites this paper
• Retest reliability of the parameters of the Ratcliff diffusion model

  2016cites this paper
• Modeling Mental Speed: Decomposing Response Time Distributions in Elementary Cognitive Tasks and Correlations with Working Memory Capacity and Fluid Intelligence

  2016cites this paper
• De l'embarras à l'attention portée à soi

  2016cites this paper
• Borderline personality disorder, but not euthymic bipolar I disorder, is associated with prolonged post-error slowing in sensorimotor performance.

  2016cites this paper
• Model Complexity in Diffusion Modeling: Benefits of Making the Model More Parsimonious

  2016influential citation
• The EZ diffusion model provides a powerful test of simple empirical effects

  2016cites this paper
• Slow down and remember to remember! A delay theory of prospective memory costs.

  2015cites this paper
• Decision making in visual search : a dual-modelling approach to examine the influences of attentional templates in response time distributions

  2015cites this paper
• The Dynamics of Functional Brain Networks: Integrated Network States during Cognitive Task Performance.

  2015cites this paper
• Wiener diffusion model of choice response times : Evidence from simulations and a Go / No-go task

  2015cites this paper
• On the Relation Between the (Censored) Shifted Wald and the Wiener Distribution as Measurement Models for Choice Response Times

  2015cites this paper
• Individual Differences and Fitting Methods for the Two-Choice Diffusion Model of Decision Making.

  2015cites this paper
• Action video games do not improve the speed of information processing in simple perceptual tasks.

  2014cites this paper
• A comparative study of drift diffusion and linear ballistic accumulator models in a reward maximization perceptual choice task

  2014influential citation
• Empirical validation of the diffusion model for recognition memory and a comparison of parameter-estimation methods

  2014influential citation
• Networks of action control

  2014cites this paper
• A diffusion modeling approach to understanding contextual cueing effects in children with ADHD.

  2014cites this paper
• General Cognitive Ability and the Psychological Refractory Period

  2013cites this paper
• Diffusion models in experimental psychology: a practical introduction.

  2013cites this paper
• A diffusion model account of age differences in posterror slowing.

  2013cites this paper
• Spatial Frequency Information Modulates Response Inhibition and Decision-Making Processes

  2013cites this paper
• Optimal decision making in neural inhibition models.

  2012cites this paper
• THEORETICAL NOTE Optimal Decision Making in Neural Inhibition Models

  2012cites this paper