Diffusion decision model: Current issues and history

Ratcliff, Roger, Smith, Philip L., Brown, Scott D., McKoon, Gail·2016·Trends in Cognitive Sciences

Cited by (1,004)

Items 301–400 of 1,004

  1. Two types of backward crosstalk: Sequential modulations and evidence from the diffusion model
    Moritz Durst, Markus Janczyk · 2019 · Acta Psychologica
  2. Modelling reaction time distribution of fast decision tasks in schizophrenia: Evidence for novel candidate endophenotypes
    Simon Fish, Maida Toumaian, Eleni Pappa, Timothy J Davies, Ruth Tanti, Christopher W. N. Saville, Christos G. Theleritis, Marina P. Economou, Christoph Klein, Nikolaos Smyrnis · 2018 · Psychiatry Research
  3. The Stochastic Early Reaction, Inhibition, and late Action (SERIA) model for antisaccades
    Eduardo A. Aponte, Dario Schöbi, Klaas Enno Stephan, Jakob Heinzle · 2017 · PLoS Computational Biology
  4. Neurophysiological effective network connectivity supports a threshold-dependent management of dynamic working memory gating
    Julia Elmers, Shijing Yu, Nasibeh Talebi, Astrid Prochnow, Christian Beste · 2024 · iScience
  5. Objects guide human gaze behavior in dynamic real-world scenes
    Nicolas Roth, M. Rolfs, Olaf Hellwich, K. Obermayer · 2023 · bioRxiv
  6. Value certainty in drift-diffusion models of preferential choice.
    Douglas G. Lee, Marius Usher · 2021 · Psychological Review
  7. Comparing Eight Parameter Estimation Methods for the Ratcliff Diffusion Model Using Free Software
    R. Alexandrowicz, B. Gula · 2020 · Frontiers in Psychology
  8. Decreasing alertness modulates perceptual decision-making
    Sridhar R. Jagannathan, Corinne A. Bareham, Tristan A. Bekinschtein · 2020 · bioRxiv (Cold Spring Harbor Laboratory)
  9. Evidence accumulation and associated error-related brain activity as computationally-informed prospective predictors of substance use in emerging adulthood
    Alexander Samuel Weigard, Sarah J. Brislin, Lora M. Cope, Jillian E. Hardee, Meghan E. Martz, Alexander Ly, Robert A. Zucker, Chandra Sripada, Mary M. Heitzeg · 2021 · Psychopharmacology
  10. Neural correlates of evidence and urgency during human perceptual decision-making in dynamically changing conditions
    Y. Yau, M. Dadar, M. Taylor, Y. Zeighami, L. Fellows, P. Cisek, A. Dagher · 2019 · bioRxiv
  11. A distributional and dynamic theory of pricing and preference
    Peter D. Kvam, J. Busemeyer · 2019 · Psychology Review
  12. Markov versus quantum dynamic models of belief change during evidence monitoring
    J. Busemeyer, Peter D. Kvam, T. Pleskac · 2019 · Scientific Reports
  13. Distinct contributions of mouse cortical areas to visual discrimination
    Peter Zatka-Haas, Nicholas A. Steinmetz, M. Carandini, K. Harris · 2018 · bioRxiv (Cold Spring Harbor Laboratory)
  14. Computational and neural signatures of pre and post-sensory expectation bias in inferior temporal cortex
    Kyle Dunovan, Mark E. Wheeler · 2018 · Scientific Reports
  15. The impact of anatomical and spatial distance between responses on response conflict
    Peter Wühr, H. Heuer · 2018 · Memory & Cognition
  16. Computational models as statistical tools
    Daniel Durstewitz, Georgia Koppe, Hazem Toutounji · 2016 · Current Opinion in Behavioral Sciences
  17. Evidence of common and separate eye and hand accumulators underlying flexible eye-hand coordination
    Sumitash Jana, Atul Gopal, Aditya Murthy · 2016 · Journal of Neurophysiology
  18. Common neural choice signals can emerge artefactually amid multiple distinct value signals
    Romy Frömer, Matthew R. Nassar, Benedikt Ehinger, Amitai Shenhav · 2024 · Nature Human Behaviour
  19. Contributions of the Basal Ganglia to Visual Perceptual Decisions
    L. Ding · 2023 · Annual Review of Vision Science
  20. From perception to behavior: The neural circuits underlying prey hunting in larval zebrafish
    Shuyu Zhu, Geoffrey J. Goodhill · 2023 · Frontiers in Neural Circuits
  21. Motivation by reward jointly improves speed and accuracy, whereas task-relevance and meaningful images do not
    Christian Wolf, Markus Lappe · 2022 · Attention Perception & Psychophysics
  22. Differences in Decision-Making Behavior Between Elite and Amateur Team-Handball Players in a Near-Game Test Situation
    Matthias Hinz, Nico Lehmann, Norman Aye, Kevin Melcher, J. W. Tolentino-Castro, H. Wagner, M. Taubert · 2022 · Frontiers in Psychology
  23. Influence of tDCS over right inferior frontal gyrus and pre-supplementary motor area on perceptual decision-making and response inhibition: A healthy ageing perspective
    Hakuei Fujiyama, Jane Tan, Rohan Puri, Mark R. Hinder · 2021 · Neurobiology of Aging
  24. Neurocomputational models of altruistic decision‐making and social motives: Advances, pitfalls, and future directions
    Anita Tusche, Lisa Marie Bas · 2021 · Wiley Interdisciplinary Reviews Cognitive Science
  25. Disentangling prevalence induced biases in medical image decision-making
    Jennifer S. Trueblood, Quentin G. Eichbaum, Adam C. Seegmiller, Charles W. Stratton, Payton O’Daniels, William R. Holmes · 2021 · Cognition
  26. Neurophysiological Markers Related to Negative Self-referential Processing Differentiate Adolescent Suicide Ideators and Attempters
    Grace O. Allison, Erik M. Benau, Steven Asbaghi, David Pagliacco, Jeremy Gordon Stewart, Randy Patrick Auerbach · 2021 · Biological Psychiatry Global Open Science
  27. Linking the Ex-Gaussian Parameters to Cognitive Stages: Insights from the Linear Ballistic Accumulator (LBA) Model
    Daniel Fitousi · 2020
  28. Intertwining personal and reward relevance: evidence from the drift-diffusion model
    Ala Yankouskaya, R. Bührle, E. Lugt, Moritz Stolte, Jie Sui · 2018 · Psychological Research
  29. The Art of Influencing Consumer Choices: A Reflection on Recent Advances in Decision Neuroscience
    Nadège Bault, Elena Rusconi · 2020 · Frontiers in Psychology
  30. Integration to boundary in decisions between numerical sequences
    Moshe Glickman, Marius Usher · 2019 · Cognition
  31. Testing Optimal Timing in Value-Linked Decision Making
    Rahul Bhui · 2019 · Computational Brain & Behavior
  32. Face processing in autism spectrum disorder re-evaluated through diffusion models.
    Georgie Powell, Catherine R. G. Jones, Craig Hedge, Tony Charman, Francesca G. E. Happe, Emily A. Simonoff, Petroc Sumner · 2019 · Neuropsychology
  33. Information Certainty Determines Social and Private Information Use in Ants
    N. Stroeymeyt, M. Giurfa, N. Franks · 2017 · Scientific Reports
  34. Diffusion models with time-dependent parameters: An analysis of computational effort and accuracy of different numerical methods
    Thomas Richter, Rolf Ulrich, Markus Janczyk · 2023 · Journal of Mathematical Psychology
  35. Evolutionary shaping of human brain dynamics
    James Christopher S. Pang, James K. Rilling, James A. Roberts, Martijn P. van den Heuvel, Luca Cocchi · 2022 · eLife
  36. Stochastic dynamics of social patch foraging decisions
    Subekshya Bidari, Ahmed El Hady, Jacob D. Davidson, Z. Kilpatrick · 2022 · bioRxiv
  37. Identifying control ensembles for information processing within the cortico-basal ganglia-thalamic circuit
    C. Vich, Matthew Clapp, Jonathan E. Rubin, Timothy D. Verstynen · 2021 · bioRxiv
  38. Self-referential Processing in Remitted Depression: An Event-Related Potential Study
    Grace O. Allison, Rahil A. Kamath, Vivian L. Carrillo, Kira L. Alqueza, D. Pagliaccio, George M. Slavich, S. Shankman, R. Auerbach · 2021 · Biological Psychiatry Global Open Science
  39. Hasty sensorimotor decisions rely on an overlap of broad and selective changes in motor activity
    G. Derosière, David Thura, P. Cisek, J. Duque · 2021 · bioRxiv
  40. More or less of me and you: self-relevance augments the effects of item probability on stimulus prioritization
    Saga L. Svensson, Marius Golubickis, Hollie Maclean, Johanna K. Falbén, Linn M. Persson, Dimitra Tsamadi, Siobhan Caughey, A. Sahraie, C. Macrae · 2021 · Psychological Research
  41. Models of attention-deficit hyperactivity disorder
    Peter R. Killeen · 2019 · Behavioural Processes
  42. Shared mechanisms underlying the location-, word- and arrow-based Simon effects
    Chun-Ming Luo, R. Proctor · 2019 · Psychological Research
  43. Dietary self-control depends on the latency and rate of information accumulation
    N. Sullivan, Scott A. Huettel · 2018 · bioRxiv
  44. A Two-Stage Process Model of Sensory Discrimination: An Alternative to Drift-Diffusion
    Peng Sun, Michael S. Landy · 2016 · Journal of Neuroscience
  45. Amortized Bayesian Multilevel Models
    Daniel Habermann, Marvin Schmitt, Lars Kühmichel, Andreas Bulling, Stefan T. Radev, Paul‐Christian Bürkner · 2025 · Bayesian Analysis
  46. A tutorial on fitting joint models of M/EEG and behavior to understand cognition
    Michael D. Nunez, Kianté A. Fernandez, Ramesh Srinivasan, Joachim Vandekerckhove · 2024 · Behavior Research Methods
  47. Sociohydrodynamics: Data-driven modeling of social behavior
    Daniel S. Seara, Jonathan Colen, Michel Fruchart, Yael Avni, David G. Martin, Vincenzo Vitelli · 2025 · Proceedings of the National Academy of Sciences
  48. Drift-Diffusion Model Reveals Impaired Reward-Based Perceptual Decision-Making Processes Associated with Depression in Late Childhood and Early Adolescent Girls
    Riddhi Jain Pitliya, Brady D. Nelson, Greg Hajcak, Jingwen Jin · 2022 · Research on Child and Adolescent Psychopathology
  49. Humans utilize sensory evidence of others’ intended action to make online decisions
    Rakshith Lokesh, Seth R. Sullivan, Jan A. Calalo, Adam M. Roth, Brenden Swanik, Michael J Carter, Joshua G. A. Cashaback · 2022 · Scientific Reports
  50. Toward nonprobabilistic explanations of learning and decision-making.
    A. Szollosi, Chris Donkin, B. Newell · 2022 · Psychology Review
  51. Integrating Media Selection and Media Effects Using Decision Theory
    J. Fisher, Kristy A. Hamilton · 2021 · J. Media Psychol. Theor. Methods Appl.
  52. Perceptual change-of-mind decisions are sensitive to absolute evidence magnitude.
    William Turner, Daniel Feuerriegel, Milan Andrejević, R. Hester, S. Bode · 2020 · Cognitive Psychology
  53. Accumulation of continuously time-varying sensory evidence constrains neural and behavioral responses in human collision threat detection
    Gustav M. Markkula, Zeynep Uludağ, Richard McGilchrist Wilkie, Jac Billington · 2021 · PLoS Computational Biology
  54. Value, confidence, deliberation: a functional partition of the medial prefrontal cortex demonstrated across rating and choice tasks
    Nicolas Clairis, Mathias Pessiglione · 2020 · bioRxiv (Cold Spring Harbor Laboratory)
  55. Perceptual bias is reduced with longer reaction times during visual discrimination
    Ron Dekel, Dov Sagi · 2020 · Communications Biology
  56. Metric error monitoring in the numerical estimates.
    Y. Duyan, Fuat Balcı · 2019 · Consciousness and Cognition
  57. Modelling visual-vestibular integration and behavioural adaptation in the driving simulator
    G. Markkula, R. Romano, R. Waldram, Oscar T. Giles, C. Mole, R. Wilkie · 2018 · Transportation Research Part F: Traffic Psychology and Behaviour
  58. Effects of implicit fear of failure on cognitive processing: A diffusion model analysis
    Veronika Lerche, Andreas B. Neubauer, Andreas Voß · 2018 · Motivation and Emotion
  59. Decision making in sports.
    Joseph G. Johnson · 2025 · Psychology of Sport And Exercise
  60. Loss aversion and evidence accumulation in short-video addiction: A behavioral and neuroimaging investigation
    Chang Liu, Jinlian Wang, Hanbing Li, Qianyi Shangguan, Weipeng Jin, Wenwei Zhu, Pinchun Wang, Xuyi Chen, Qiang Wang · 2025 · NeuroImage
  61. Disentangling sources of variability in decision-making
    Jade S. Duffy, Mark A. Bellgrove, Peter R. Murphy, Redmond G O’Connell · 2025 · Nature reviews. Neuroscience
  62. Using hierarchical drift diffusion models to elucidate computational mechanisms of reduced reward sensitivity in adolescent major depressive disorder
    Lei Shen, Ya-xin Hu, Qinyu Lv, Zhenghui Yi, Jingbo Gong, Chao Yan · 2024 · BMC Psychiatry
  63. The computational and neural substrates of individual differences in impulsivity under loss framework
    Ke-Ying Jiang, Guang Zhao, Qian Feng, Shunping Guan, Hohjin Im, Bin Zhang, Pin-Chun Wang, Xuji Jia, Haidong Zhu, Ye Zhu et al. · 2024 · Human Brain Mapping
  64. Aversive memories can be weakened during human sleep via the reactivation of positive interfering memories
    Tao Xia, Dan-Ni Chen, Shengzi Zeng, Ziqing Yao, Jing Liu, Shao-Zheng Qin, K. Paller, S. Gabriela Torres Platas, J. W. Antony, Xiao-Qing Hu · 2024 · bioRxiv
  65. The online metacognitive control of decisions
    Juliette Bénon, Douglas G. Lee, William Hopper, Morgan Verdeil, Mathias Pessiglione, Fabien Vinckier, Sébastien Bouret, Marion Rouault, Raphaël Le Bouc, Giovanni Pezzulo et al. · 2024 · Communications Psychology
  66. Behavioral Motor Performance
    Raz Leib, Ian S. Howard, Matthew Millard, David W. Franklin · 2023 · Comprehensive Physiology
  67. Visual social information use in collective foraging
    David Mezey, D. Deffner, R. Kurvers, Pawel Romanczuk · 2023 · bioRxiv
  68. Confidence ratings increase response thresholds in decision making
    Bai-Ke Li, Xiao Hu, David R. Shanks, Ning-Xin Su, Wenbo Zhao, Liu Meng, Wei Lei, Liang Luo, Chunliang Yang · 2023 · Psychonomic Bulletin & Review
  69. Face masks influence emotion judgments of facial expressions: a drift–diffusion model
    W. Craig Williams, Eisha Haque, Becky Mai, Vinod Venkatraman · 2023 · Scientific Reports
  70. Training for “Worst-Case” Scenarios in Sidestepping: Unifying Strength and Conditioning and Perception–Action Approaches
    D. Kadlec, Matt Miller-Dicks, Sophia Nimphius · 2023 · Sports Medicine - Open
  71. A diffusion model for the congruency sequence effect
    Chun-Ming Luo, R. Proctor · 2022 · Psychonomic Bulletin & Review
  72. Proactive and reactive accumulation-to-bound processes compete during perceptual decisions
    Lluís Hernández-Navarro, Ainhoa Hermoso-Mendizabal, Daniel Duque, Jaime de la Rocha, Alexandre Hyafil · 2021 · Nature Communications
  73. The relationship between persistent organic pollutants and Attention Deficit Hyperactivity Disorder phenotypes: Evidence from task-based neural activity in an observational study of a community sample of Canadian mother-child dyads
    Tamara J. Sussman, Brennan H. Baker, Albert J. Wakhloo, Virginie Gillet, Nadia Abdelouahab, Kevin Whittingstall, Jean‐François Lepage, Lindsay St-Cyr, Amélie Boivin, Anthony Gagnon et al. · 2021 · Environmental Research
  74. Cognitive and affective processes of prosociality
    Rima-Maria Rahal, Susann Fiedler · 2021 · Current Opinion in Psychology
  75. Cognitive Control of Working Memory: A Model-Based Approach
    Russell James Boag, Niek Stevenson, Roel van Dooren, Anne C. Trutti, Zsuzsika Sjoerds, Birte U. Forstmann · 2021 · Brain Sciences
  76. Raising the Bar: Improving Methodological Rigour in Cognitive Alcohol Research.
    C. Pennington, Andrew Jones, J. Bartlett, Amber Copeland, D. Shaw · 2021 · Addiction
  77. Bridging across functional models: The OFC as a value-making neural network.
    Mathias Pessiglione, Jean Daunizeau A · 2021 · Behavioral Neuroscience
  78. The Cognition/Metacognition Trade-Off
    David Rosenbaum, Moshe Glickman, Stephen M. Fleming, Marius Usher · 2022 · Psychological Science
  79. Decision making in numeracy tasks with spatially continuous scales
    Roger Ratcliff, Gail McKoon · 2019 · Cognitive Psychology
  80. Complementary encoding of priors in monkey frontoparietal network supports a dual process of decision-making
    Lalitta Suriya-Arunroj, Alexander Gail · 2019 · eLife
  81. Promoting subjective preferences in simple economic choices during nap
    Sizhi Ai, Yunlu Yin, Yu Chen, Cong Wang, Yan Sun, Xiangdong Tang, Lin Lü, Lusha Zhu, Jie Shi · 2018 · eLife
  82. Trial-to-trial adjustments of speed-accuracy trade-offs in premotor and primary motor cortex.
    David Thura, Guido I. Guberman, P. Cisek · 2017 · Journal of Neurophysiology
  83. An Expert Guide to Planning Experimental Tasks For Evidence-Accumulation Modeling
    Russell James Boag, Reilly James Innes, Niek Stevenson, Giwon Bahg, Jerome R. Busemeyer, Gregory E. Cox, Chris Donkin, Michael J. Frank, Guy E. Hawkins, Andrew Heathcote et al. · 2025 · Advances in Methods and Practices in Psychological Science
  84. In the driver's mind: Modeling the dynamics of human overtaking decisions in interactions with oncoming automated vehicles
    S. H. Mohammad, Haneen Farah, Arkady Zgonnikov · 2024 · Transportation Research Part F: Traffic Psychology and Behaviour
  85. Joint Modelling of Latent Cognitive Mechanisms Shared Across Decision-Making Domains
    Niek Stevenson, Reilly James Innes, Russell James Boag, Steven Miletić, Scott JS Isherwood, Anne C. Trutti, Andrew Heathcote, Birte U. Forstmann · 2024 · Computational Brain & Behavior
  86. Timing decisions as the next frontier for collective intelligence.
    Albert B. Kao, Shoubhik Chandan Banerjee, Fritz A. Francisco, A. Berdahl · 2023 · Trends in Ecology & Evolution
  87. Improving the reliability and validity of the IAT with a dynamic model driven by similarity
    Peter D. Kvam, Louis H. Irving, Konstantina Sokratous, Colin Tucker Smith · 2023 · Behavior Research Methods
  88. Bilateral human laryngeal motor cortex in perceptual decision of lexical tone and voicing of consonant
    Baishen Liang, Yanchang Li, Wanying Zhao, Yi Du · 2023 · Nature Communications
  89. Linking computational models of two core tasks of cognitive control.
    Maria Martinovna Robinson, Mark Steyvers B · 2022 · Psychological Review
  90. Tracking the contribution of inductive bias to individualised internal models
    Balázs Török, Dávid Nagy, Mariann M. Kiss, Karolina Janacsek, Dezső Németh, Gergő Orbán · 2022 · PLoS Computational Biology
  91. A Corticothalamic Circuit Trades off Speed for Safety during Decision-Making under Motivational Conflict
    Eun A. Choi, Medina Husić, E. Zayra Millan, Sophia Gilchrist, John Power, Philip Jean-Richard-dit-Bressel, Gavan P. McNally · 2022 · Journal of Neuroscience
  92. Electrophysiological correlates of confidence differ across correct and erroneous perceptual decisions
    Daniel Feuerriegel, Mackenzie Murphy, Alexandra Konski, Vinay Mepani, Jie Sun, Robert Hester, Stefan Bode · 2021 · bioRxiv (Cold Spring Harbor Laboratory)
  93. Neural population dynamics underlying evidence accumulation in multiple rat brain regions
    Brian D. DePasquale, C. Brody, J. Pillow · 2021 · bioRxiv
  94. Effects of a neutral warning signal on spatial two-choice reactions
    Tianfang Han, R. Proctor · 2021 · Quarterly Journal of Experimental Psychology
  95. Modelling visibility judgments using models of decision confidence
    Manuel Rausch, Sebastian Hellmann, Michael Zehetleitner · 2021 · Attention Perception & Psychophysics
  96. The Discovery and Interpretation of Evidence Accumulation Stages
    Leendert van Maanen, Oscar Portoles, Jelmer P. Borst · 2021 · Computational Brain & Behavior
  97. A generalized diffusion model for preference and response time: Application to ordering mobility-on-demand services
    J. Yu, Michael F. Hyland · 2020 · Transportation Research Part C Emerging Technologies
  98. Choosing fast and simply: Construction of preferences by starlings through parallel option valuation
    Tiago Monteiro, Marco Vasconcelos, A. Kacelnik · 2020 · PLoS Biology
  99. A circular diffusion model of continuous-outcome source memory retrieval: Contrasting continuous and threshold accounts
    Jason Zhou, Adam F. Osth, Simon D. Lilburn, Philip L. Smith · 2020 · Psychonomic Bulletin & Review
  100. The diffusion model visualizer: an interactive tool to understand the diffusion model parameters
    Rainer W. Alexandrowicz · 2018 · Psychological Research