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 901–1,000 of 1,004

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    M. Scaltritti, R. Job, F. Alario, Simone Sulpizio · 2020 · Journal of Cognitive Neuroscience
  2. A decision-time account of individual variability in context-dependent orientation estimation
    Ron Dekel, D. Sagi · 2019 · bioRxiv
  3. Decomposing Simon task BOLD activation using a drift-diffusion model framework
    J. McIntosh, P. Sajda · 2019 · Scientific Reports
  4. The effects of a working memory load on drinking-related decisions: The role of incentives, disincentives, and lifetime alcohol problems
    Polly Ingram, P. Finn · 2019 · Drug and Alcohol Dependence
  5. Putting mechanisms in foraging theory: the role of computational mechanisms in optimal decision making
    Sergio Castellano · 2019 · Animal Behaviour
  6. Frequency-Sensitivity and Magnitude-Sensitivity in Decision-Making: Predictions of a Theoretical Model-Based Study
    Thomas Bose, Freya Bottom, Andreagiovanni Reina, James A. R. Marshall · 2019 · Computational Brain & Behavior
  7. Stop stereotyping
    Johanna K. Falbén, Juliana L. Olivier, Marius Golubickis, Nerissa Siu Ping Ho, Linn M. Persson, Dimitra Tsamadi, Eleni Marinopoulou, Bianca Bianciardi, William A. Cunningham, C. Neil Macrae · 2019 · Attention Perception & Psychophysics
  8. Learning to hesitate
    Ambroise Descamps, S. Massoni, Lionel Page · 2019 · Experimental Economics
  9. Challenges to developing time-based signal detection models for word production
    R. Anders, F. Alario · 2019 · Cognitive Neuropsychology
  10. Cognitive and white-matter compartment models revealed the contribution of microstructural variability along sensorimotor tracts to simple reaction time
    E. Karahan, Alison G. Costigan, K. Graham, A. Lawrence, Jia-Xiang Zhang · 2018 · bioRxiv
  11. Post-traumatic stress symptoms are associated with better performance on a delayed match-to-position task
    Meghan D. Caulfield, Catherine E. Myers · 2018 · PeerJ
  12. Forgetting emotional material in working memory
    Eda Mızrak, Henrik Singmann, Ilke Öztekin · 2017 · Social Cognitive and Affective Neuroscience
  13. Recurrent Auto-Encoding Drift Diffusion Model
    Moens Vincent, Alexandre Zénon · 2017 · bioRxiv (Cold Spring Harbor Laboratory)
  14. Drift diffusion model of reward and punishment learning in rare alpha-synuclein gene carriers
    Ahmed A. Moustafa, S. Kéri, B. Polner, C. White · 2017 · Journal of neurogenetics
  15. A Fractional Brownian Motion Approach to Psychological and Team Diffusion Problems
    I. S. Moskowitz, Noelle L. Brown, Z. Goldstein · 2021 · Systems Engineering and Artificial Intelligence
  16. Models of making choice and control over thought for action
    Indrajeet Indrajeet, Shruti Goyal, Krishna Prasad Miyapuram, Supriya Ray · 2020 · Elsevier eBooks
  17. Deliberate Facial Mimicry As a Skill That Predicts Emotion Recognition Performance
    Liron Amihai, Shachar Maer, D. Toledano, G. Yovel, Y. Yeshurun · 2026 · Affective Science
  18. Amortized Bayesian Workflow for Modeling Congruency Effects Using the Diffusion Model for Conflict Tasks
    Simon B. Schaefer, Stefan T. Radev, Jan Göttmann, Anna-Lena Schubert · 2026 · Computational Brain & Behavior
  19. Signatures proposed to index perceptual effects emerge in a purely cognitive task
    Si-Xing Chen, Michaela Bocheva, D. Rahnev · 2026 · Psychonomic Bulletin & Review
  20. Eye movements, not reaction times, reveal anticipatory attentional bias in childhood social anxiety disorder
    Nadine Vietmeier, Niklas Dietze, Brunna Tuschen‐Caffier, Julia Asbrand · 2026 · Journal of Child Psychology and Psychiatry
  21. A Theory of Thalamocortical Loops in Evidence Accumulation and Decision-Making
    M J Berry · 2025 · bioRxiv (Cold Spring Harbor Laboratory)
  22. Time-averaged drift approximations are inconsistent for inference in drift diffusion models
    Si-Cheng Liu, Alexander Fengler, Michael J. Frank, M. Harrison · 2025 · Journal of Mathematical Psychology
  23. Reward-based prioritization in working memory is distinct from recency and due to a resource trade-off
    Timothy J. Ricker, Christopher J. Cagna, Tien T Tong, Ekaterina Dobryakova, Joshua Sandry · 2025 · Psychonomic Bulletin & Review
  24. Modeling meta-reasoning processes using diffusion and quantum random walk models
    Ritesh K. Malaiya, Richard M. Golden · 2025 · Journal of Mathematical Psychology
  25. The temporal dynamics of self-control
    Paul E. Stillman, James D. Wilson, David A. Kalkstein, Melissa J Ferguson · 2025 · Proceedings of the National Academy of Sciences of the United States of America
  26. Neural Coding of Fundamental Frequency and Processing of Discrete Pitch Accents in Middle Age
    Jacie R. McHaney, Zhe-chen Guo, G. N. Gnanateja, Aravindakshan Parthasarathy, B. Chandrasekaran · 2025 · European Journal of Neuroscience
  27. Spontaneous brain regional dynamics contribute to generalizable brain–behaviour associations
    Xiaohan Tian, Yingjie Peng, Shu Liu, Golia Shafiei, Meng Wang, Yuqing Sun, Jing Lou, Junxing Xian, Ke Hu, Yini He et al. · 2025 · Nature Human Behaviour
  28. The Impact of Acute High-Intensity Activity on Perceptual Decision-Making Dynamics
    Davranche Karen, Giraud Dorian, Hays Arnaud, G. Thibault · 2025 · bioRxiv
  29. Canonical decision computations underlie behavioral and neural signatures of cooperation in primates
    Wei-Kang Shi, Olivia C. Meisner, Monika P. Jadi, Steve W. C. Chang, AS Nandy · 2025 · bioRxiv
  30. A Distributional Response Time Analysis of the Perceptual Disfluency Effect
    Jason Geller, Pablo Gómez, Erin Michelle Buchanan, Dominique Makowski · 2025 · Journal of Cognition
  31. Subjective value-weights on benefit and risk in human neurocomputation changes between conservative and risky decision-making
    Sijia Liu, Shuang Li, Haoran Jiang, Lixing Yin, Yu Xu, Zhiyuan Liu, Xiuyan Guo · 2025 · NeuroImage
  32. Integrated Ising model with global inhibition for decision-making
    Olga Tapinova, Tal Finkelman, Tamar Reitich-Stolero, R. Paz, Assaf Tal, N. Gov · 2025 · Proceedings of the National Academy of Sciences of the United States of America
  33. A reinforcement learning and sequential sampling model constrained by gaze data
    William M. Hayes, Melanie J. Touchard · 2025 · bioRxiv
  34. Search in service of choice: An agenda for comparing, extending, and integrating consumer search models
    Antonia Krefeld-Schwalb, Ana Martinovici, Jacob L. Orquin, Anocha Aribarg, Tülin Erdem, Eric J. Johnson, C. Reeck, Dan R. Schley, Stephanie M. Smith, M. Speekenbrink et al. · 2025 · International Journal of Research in Marketing
  35. Decomposing decision mechanisms in female substance use disorder: drift diffusion modeling of context-dependent biases in gain and loss processing
    Hao Zhang, Gavin Kader, Huoyin Zhang, H. Vicky Zhao, Wanke Pan, Peng Lei · 2025 · BMC Psychiatry
  36. Dyadic learning shapes gaze-mediated social attentional orienting
    Shujia Zhang, Bin Zhan, Li Wang, Yi Jiang · 2025 · Cognition
  37. The Impact of Smoking Cues on Working Memory: Evidence from the Drift-Diffusion Model and EEG.
    Jiayue Zou, Ya-Wei Qi, Shao-Yu Tu, Yifei Zhang, Hai-Chao Zhao, Jia-Li Liu, Ofir Turel, Hanlin Cheng, Qing-Hua He · 2025 · Addictive Behaviours
  38. Signal discrimination in the psychotic phenotype: increased sensory precision and reduced decision threshold associated with psychotic-like experiences
    Francesco Scaramozzino, Ryan McKay, Nicholas Furl A · 2025 · Cognitive Neuropsychiatry
  39. A drift–diffusion decomposition of conditions that influence shallow (“good enough”) processing of heard sentences
    Ryan M. O'Leary, Natalie Omori-Hoffe, Griffin Dugan, A. Wingfield · 2025 · Memory & Cognition
  40. Effects of prevalence and feedback in the identification of blast cells in peripheral blood: expert and novice observers
    Wanyi Lyu, Jennifer S. Trueblood, Jeremy M. Wolfe · 2025 · Cognitive Research
  41. Retrieving past experiences to inform novel decisions through a process of cascading episodic sampling
    Achiel Fenneman, Sarah T. Malamut, Alan Gerard Sanfey · 2025 · Cognitive Psychology
  42. A Movement-Independent Signature of Urgency during Human Perceptual Decision-Making
    Harvey McCone, Ciara A. Devine, Emmet McNickle, Jessica Dully, Anna C. Geuzebroek, David P. McGovern, Simon P. Kelly, R. O'Connell · 2025 · Journal of Neuroscience
  43. Temporal dynamics of dual-task interference in the brain in a simulated driving environment
    Seyed-Reza Hashemirad, Maryam Vaziri-Pashkam, Mojtaba Abbaszadeh · 2025 · NeuroImage
  44. Dynamical symmetries in the fluctuation-driven regime: an application of Noether's theorem to noisy dynamical systems
    John J. Vastola · 2025 · arXiv.org
  45. Enriching Psychological Research by Exploring the Source and Nature of Noise
    Joakim Sundh, Philip Millroth, August Collsiöö, Peter Juslin · 2025 · Perspectives on Psychological Science
  46. Spatiotemporal survival analysis for movement trajectory tracking in virtual reality
    O. Jubran, Maximilian Philipp Wolkersdorfer, Vera Eymann, Nicole Burkard, Daniela Czernochowski, Marc Herrlich, C. V. van Leeuwen, Thomas Lachmann · 2025 · Scientific Reports
  47. Toward a computational understanding of bribe‐taking behavior
    Shiwei Qiu, Yancheng Tang, Hongbo Yu, Hanbo Xie, Jean‐Claude Dreher, Yang Hu, Xiaolin Zhou · 2025 · Annals of the New York Academy of Sciences
  48. Thermodynamic entropic uncertainty relation.
    Yoshihiko Hasegawa, Tomohiro Nishiyama · 2025 · Physical Review E
  49. Perceptual Decision-Making Regarding Phylogenetically Salient Stimuli
    Sekine Ozturk, Tamara J. Sussman, Jingwen Jin, Megan Rose Serody, Gabriella Imbriano, Aprajita Mohanty · 2024 · Affective Science
  50. Stratified distributional analysis—a novel perspective on RT distributions
    Rüdiger Thul, Joseph Marsh, Ton Dijkstra, Kathy Conklin · 2024 · Quarterly Journal of Experimental Psychology
  51. Auditory decision-making deficits after permanent noise-induced hearing loss
    Madeline P. Berns, Génesis Nuñez, Xingeng Zhang, Anindita Chavan, Klavdia Zemlianova, Todd M. Mowery, Justin D. Yao · 2024 · bioRxiv
  52. Facial misfits accelerate stereotype-based associative learning
    Marius Golubickis, Linn M. Persson, Johanna K. Falbén, Siew Hwee Seow, Parnian Jalalian, Yadvi Sharma, M. Ivanova, C. Macrae · 2024 · Scientific Reports
  53. Hierarchical drift‐diffusion modelling uncovers differences of valenced self‐evaluation
    Nan Wang, Kun Shi, LI Ji-wen, Haopeng Chen, Jianchao Tang, Yadong Liu, Xiaolin Zhao, Juan Yang · 2024 · Asian Journal Of Social Psychology
  54. An Evolving Landscape of the Psychology of Judgment and Decision-Making: A Bibliometric Analysis
    Sakkaphat Ngamake, Jirapattara Raveepatarakul, S. Sawang · 2024 · Administrative Sciences
  55. Integrated Perceptual Decisions Rely on Parallel Evidence Accumulation
    Dragan Rangelov, Julia Fellrath, J. Mattingley · 2024 · Journal of Neuroscience
  56. Normative evidence weighing and accumulation in correlated environments
    Nathan Tardiff, Jiwon Kang, Joshua I. Gold · 2024 · bioRxiv
  57. The neural implausibility of the diffusion decision model doesn’t matter for cognitive psychometrics, but the Ornstein-Uhlenbeck model is better
    Jiashuo Wang, Chris Donkin · 2024 · Psychonomic Bulletin & Review
  58. Combining pupillometry and drift-diffusion models reveals auditory category learning dynamics
    Jacie R. McHaney, Casey L. Roark, Matthew J. McGinley, Bharath Chandrasekaran · 2024 · bioRxiv (Cold Spring Harbor Laboratory)
  59. Stimulus valence moderates self-learning
    Parnian Jalalian, Saga L. Svensson, Marius Golubickis, Yadvi Sharma, C. Macrae · 2024 · Cognition & Emotion
  60. The role of perspective in refereeing: Insights from a video-based decision-making experiment
    Robin Schrödter, Frowin Fasold, Karsten Schul, Alessa Schwarting, Stefanie Klatt · 2024 · Jurnal sport science
  61. Behavioral impulse and time pressure jointly influence intentional inhibition: evidence from the Free Two-Choice Oddball task
    Mengsi Xu, Jiayu Wen, Zhiai Li, Zhenhong Wang, Junhua Zhang · 2023 · Psychological Research
  62. Dissociable effects of urgency and evidence accumulation during reaching revealed by dynamic multisensory integration
    Anne H. Hoffmann, F. Crevecoeur · 2023 · bioRxiv
  63. Testosterone administration decreases sensitivity to angry facial expressions in healthy males: A computational modeling approach.
    Yu Nan, Pranjal Mehta, Jiajun Liao, Yue-Yuan Zheng, Chengyang Han, Yin Wu · 2023 · Psychoneuroendocrinology
  64. Human perceptual decision making of nonequilibrium fluctuations
    A. Durmaz, Yonathan Sarmiento, Gianfranco Fortunato, Debraj Das, Mathew E. Diamond, D. Bueti, 'Edgar Rold'an · 2023
  65. Neural representation of association strength and prediction error during novel symbol-speech sounds learning
    Gorka Fraga-González, Patrick Haller, D. Willinger, Vanessa Gehrig, N. Frei, S. Brem · 2023 · bioRxiv
  66. The SNARC effect involves both representation and response-selection processing stages: Evidence from ERPs
    Yang Wei-bin, Lizhu Yan, Xinrui Xiang, Weizhi Nan · 2023 · bioRxiv (Cold Spring Harbor Laboratory)
  67. Neural segregation and integration of sensory, decision, and action processes during object categorization.
    Thomas W. James, K. Folco, Daniel J. Levitas · 2023 · Neuropsychologia
  68. Information-Theoretic Neural Decoding Reproduces Several Laws of Human Behavior
    S. Christie, Hayden R. Johnson, Paul Schrater · 2023 · Open Mind
  69. Attention to Novelty Interferes with Toddlers’ Emerging Memory Decision-Making
    Sarah Leckey, Shefali Bhagath, Elliott G. Johnson, S. Ghetti · 2023 · Child Development
  70. Dissociated amplitude and phase effects of alpha oscillation in a nested structure of rhythm- and sequence-based temporal expectation
    Zhongbin Su, Xiaolin Zhou, Lihui Wang · 2023 · Cerebral Cortex
  71. Reward-based modulation of task-switching performance: a diffusion model analysis
    Timo Weber, Kerstin Fröber, Stefanie Schuch · 2023 · Attention, Perception, & Psychophysics
  72. Exploring the impact of stimulus–stimulus and stimulus–response conflicts on computer mouse trajectories: continuous flow of information from stimulus encoding to response preparation to motor action
    Hayley Tseng, M. Damian · 2023 · Psychological Research
  73. Stimulus–response congruency effects depend on quality of perceptual evidence: A diffusion model account
    Blaine Tomkins · 2023 · Attention, Perception, & Psychophysics
  74. Temporal order judgment of multisensory stimuli in rat and human
    Fatemeh Mafi, Matthew F. Tang, Mohammad Reza Afarinesh, Sadegh Ghasemian, Vahid Sheibani, Ehsan Arabzadeh · 2023 · Frontiers in Behavioral Neuroscience
  75. Reflections on the Difference Between Implicit Bias and Bias on Implicit Measures
    B. Gawronski, Alison Ledgerwood, P. Eastwick · 2022 · Psychological Inquiry
  76. The Effect of Ingroup vs. Outgroup Members' Behavior on Charity Preference: A Drift-Diffusion Model Approach
    L. Reich, Luisa A. M. Mahr, Martina Vacondio, Afreen S. Khalid · 2022 · Frontiers in Psychology
  77. Allocation of Visuospatial Attention Indexes Evidence Accumulation for Reach Decisions
    Carolin Schonard, Tobias Heed, Christian Seegelke · 2022 · eNeuro
  78. A Cost Metric for Team Efficiency
    I. Moskowitz · 2022 · Frontiers of Physics
  79. When even the smartest fail to prioritise: overuse of information can decrease decision accuracy
    Leonie Aßmann, Tilmann Betsch, Anna Lang, Stefanie Lindow · 2022 · Journal of Cognitive Psychology
  80. Dynamic Weighting of Time-Varying Visual and Auditory Evidence During Multisensory Decision Making.
    Rosanne R M Tuip, Wessel van der Ham, J. Lorteije, F. Van Opstal · 2022 · Multisensory Research
  81. Estimating Systematic and Random Sources of Variability in Perceptual Decision-Making: A Reply to
    R. Ratcliff, Philip L. Smith · 2021 · Psychology Review
  82. Impaired sensitivity to spatial configurations in healthy aging.
    J. Chard, R. Cook, C. Press · 2021 · Cortex; a journal devoted to the study of the nervous system and behavior
  83. The geometry of decision-making
    Vivek H. Sridhar, Liang Li, Dan Gorbonos, Máté Nagy, Bianca R. Schell, Timothy Sorochkin, Nir S. Gov, Iain D. Couzin · 2021 · bioRxiv (Cold Spring Harbor Laboratory)
  84. Decentralized decision making by an ant colony: drift-diffusion model of individual choice, quorum and collective decision
    Smriti Pradhan, Swayamshree Patra, D. Chowdhury · 2021
  85. Lenience breeds strictness: The generosity-erosion effect in hiring decisions
    Marc-Lluís Vives, Tania Fernandez-Navia, J. Teixidó, Miquel Serra-Burriel · 2021 · Science Advances
  86. Peer presence increases adolescents’ prosocial behavior by speeding the evaluation of rewards for others
    N. Sullivan, Rosa Li, Scott A. Huettel · 2021 · bioRxiv
  87. The Missing Link Between Memory and Reinforcement Learning
    Christian Balkenius, Trond A. Tjøstheim, Birger Johansson, Annika Wallin, Peter Gärdenfors · 2020 · Frontiers in Psychology
  88. Reward modulates the association between sensory noise and brain activity during perceptual decision-making
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  89. Flexible Utility Function Approximation via Cubic Bezier Splines
    Sangil Lee, Chris M. Glaze, Eric T. Bradlow, Joseph W. Kable · 2020 · Psychometrika
  90. Embodied Cognition and Decision-Making in the Primate Superior Colliculus
    Elizabeth J. Jun, Alex R. Bautista, Michael D. Nunez, Tommy Tak, Eduardo Alvarez, M. Basso · 2020
  91. Examining Aging and Numerosity Using An Integrated Diffusion Model
    R. Ratcliff, G. McKoon · 2020 · Journal of Experimental Psychology. Learning, Memory and Cognition
  92. A qualitative difference in decision-making of rats vs. humans explained by quantitative differences in behavioral variability
    Quynh Nhu Nguyen, Pamela Reinagel · 2020
  93. Tracking the contribution of inductive bias to individualized internal models
    B. Török, D. G. Nagy, Mariann M. Kiss, K. Janacsek, D. Németh, G. Orbán · 2020 · bioRxiv
  94. Testing the race model in a difficult redundant signals task
    M. Gondan, Dawa Dupont, Steven P. Blurton · 2020 · Journal of Mathematical Psychology
  95. Unpacking stereotype influences on source-monitoring processes: What mouse tracking can tell us
    Liliane Wulff, Sophie E. Scharf · 2019 · Journal of Experimental Social Psychology
  96. Normative Circuit Dynamics Across Human Cortex During Evidence Accumulation in Changing Environments
    P. Murphy, N. Wilming, Diana C. Hernandez-Bocanegra, Genis Prat Ortega, T. H. Donner · 2020 · bioRxiv
  97. Further Perceptions of Probability: In Defence of Associative Models – A Commentary on Gallistel et al. 2014
    M. Forsgren, P. Juslin, R. van den Berg · 2019 · bioRxiv
  98. Missing the Forest for the Trees: Why Cognitive Science Circa 2019 Is Alive and Well
    R. French · 2019 · Topics in Cognitive Science
  99. Audiovisual detection at different intensities and delays
    Chandramouli Chandrasekaran, Steven P. Blurton, Matthias Gondan · 2019 · Journal of Mathematical Psychology
  100. Falling behind: Time and expectations-based reference dependence.
    Rahul Bhui · 2018 · Decision