Dr. D. (Dora) Matzke
Faculty of Social and Behavioural Sciences
Programme group Psychological Methods
Area of expertise: human decision making, cognitive psychology, cognitive models
Visiting address
- Nieuwe Achtergracht 129
- Room number: 0.32
Postal address
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Postbus 15906
1001 NK Amsterdam
Contact details
Social media
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Profile
I am associate professor at the Psychological Methods Unit of the University of Amsterdam. I received my PhD in Mathematical Psychology in 2014 at the University of Amsterdam. My work focuses on the development of complex cognitive models using mathematical and computational methods. My models enable researchers to disentangle the cognitive processes that underlie human decision making in general, and the ability to stop inappropriate responses in particular. My research attests to my conviction that the best—if not only—way forward for cognitive psychology is through the development and application of formal mathematical models that enable the precise measurement of psychological constructs and the rigorous empirical evaluation of theories.
Key Publications
- Matzke, D., Verbruggen, F., Logan, G. (in press). The stop-signal paradigm. Stevens' Handbook of Experimental Psychology and Cognitive Neuroscience, Fourth Edition, Volume Five: Methodology. John Wiley & Sons, Inc.
- Matzke, D., Love, J., & Heathcote, A. (2017). A Bayesian approach for estimating the probability of trigger failures in the stop-signal paradigm. Behavior Research Methods, 49, 267-281. doi:10.3758/s13428-015-0695-8.
- Vandekerckhove, J., Matzke, D., & Wagenmakers, E.-J. (2015). Model comparison and the principle of parsimony. In J. Busemeyer, J. Townsend, Z. J. Wang, & A. Eidels (Eds.), Oxford Handbook of Computational and Mathematical Psychology, pp. 300-319. Oxford: Oxford University Press.
- Matzke, D., Dolan, C.V, Batchelder, W.H., & Wagenmakers, E.-J. (2015). Bayesian estimation of multinomial processing tree models with heterogeneity in participants and items. Psychometrika, 80, 205-235.
- Matzke, D., Dolan, C.V, Logan, G.D., Brown, S.D., & Wagenmakers, E.-J. (2013). Bayesian parametric estimation of stop-signal reaction time distributions. Journal of Experimental Psychology: General, 142, 1047-1073.
- Matzke, D., & Wagenmakers, E.-J. (2009). Psychological interpretation of the ex-Gaussian and shifted Wald parameters: A diffusion model analysis. Psychonomic Bulletin & Review, 16, 798-817.
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Publications
2025
- Lüken, M., Heathcote, A., Haaf, J. M., & Matzke, D. (2025). Parameter identifiability in evidence-accumulation models: The effect of error rates on the diffusion decision model and the linear ballistic accumulator. Psychonomic Bulletin and Review. Advance online publication. https://doi.org/10.3758/s13423-024-02621-1
2024
Boehm, U., Evans, N. J., Gronau, Q. F., Matzke, D., Wagenmakers, E.-J., & Heathcote, A. J. (2024). Inclusion Bayes Factors for Mixed Hierarchical Diffusion Decision Models. Psychological Methods, 29(4), 625-655. https://doi.org/10.31234/osf.io/45t2w, https://doi.org/10.1037/met0000582 [details]- Gronau, Q. F., Hinder, M. R., Salomoni, S. E., Matzke, D., & Heathcote, A. (2024). A unified account of simple and response-selective inhibition. Cognitive Psychology, 149, Article 101628. https://doi.org/10.31234/osf.io/aqk8d, https://doi.org/10.1016/j.cogpsych.2023.101628 [details]
- Hadian Rasanan, A. H., Evans, N. J., Fontanesi, L., Manning, C., Huang-Pollock, C., Matzke, D., Heathcote, A., Rieskamp, J., Speekenbrink, M., Frank, M. J., Palminteri, S., Lucas, C. G., Busemeyer, J. R., Ratcliff, R., & Rad, J. A. (2024). Beyond discrete-choice options. Trends in Cognitive Sciences, 28(9), 857-870. https://doi.org/10.1016/j.tics.2024.07.004 [details]
- Sarafoglou, A., Hoogeveen, S., van den Bergh, D., Aczel, B., Albers, C. J., Althoff, T., Botvinik-Nezer, R., Busch, N. A., Cataldo, A. M., Devezer, B., van Dongen, N. N. N., Dreber, A., Fried, E. I., Hoekstra, R., Hoffman, S., Holzmeister, F., Huber, J., Huntington-Klein, N., Ioannidis, J., ... Wagenmakers, E. J. (2024). Subjective evidence evaluation survey for many-analysts studies. Royal Society Open Science, 11(7), Article 240125. https://doi.org/10.1098/rsos.240125
- Singmann, H., Heck, D. W., Barth, M., Erdfelder, E., Arnold, N. R., Aust, F., Calanchini, J., Gümüsdagli, F. E., Horn, S. S., Kellen, D., Klauer, K. C., Matzke, D., Meissner, F., Michalkiewicz, M., Schaper, M. L., Stahl, C., Kuhlmann, B. G., & Groß, J. (2024). Evaluating the Robustness of Parameter Estimates in Cognitive Models: A Meta-Analytic Review of Multinomial Processing Tree Models Across the Multiverse of Estimation Methods. Psychological Bulletin, 150(8), 965-1003. https://doi.org/10.1037/bul0000434
- Tanis, C. C., Heathcote, A., Zrubka, M., & Matzke, D. (2024). A hybrid approach to dynamic cognitive psychometrics: Dynamic cognitive psychometrics. Behavior Research Methods, 56(6), 5647-5666. https://doi.org/10.3758/s13428-023-02295-y
2023
- Friehs, M., Siodmiak, J., Donzallaz, M. C., Matzke, D., Nummsen, O., Frings, C., & Hartwigsen, G. (2023). No effects of 1 Hz offline TMS on performance in the stop-signal game. Scientific Reports, 13, Article 11565. https://doi.org/10.1038/s41598-023-38841-z [details]
- Downloads
- s41598-023-38841-z
- Supplementary files
- 41598 2023 38841 MOESM1 ESM
- Downloads
- Heathcote, A., & Matzke, D. (2023). The Limits of Marginality. Computational Brain & Behavior, 6(1), 28-34. https://doi.org/10.1007/s42113-021-00120-3 [details]
- Isherwood, S. J. S., Bazin, P., Miletić, S., Stevenson, N. R., Trutti, A. C., Tse, D. H. Y., Heathcote, A., Matzke, D., Innes, R. J., Habli, S., Sokołowski, D. R., Alkemade, A., Håberg, A. K., & Forstmann, B. U. (2023). Investigating Intra-Individual Networks of Response Inhibition and Interference Resolution using 7T MRI. NeuroImage, 271, Article 119988. https://doi.org/10.1016/j.neuroimage.2023.119988 [details]
- Downloads
- 1-s2.0-S1053811923001349-main
- Supplementary files
- 1-s2.0-S1053811923001349-mmc1
- Related datasets
- Isherwood, S., Bazin, P., Miletić, S., Stevenson, N., Trutti, A., H. Y. Tse, D., Heathcote, A., Matzke, D., Habli, S., Sokołowski, D. R., Alkemade, A., Håberg, A., Forstmann, B. & Innes, R. (8-6-2023). Investigating Intra-Individual Networks of Response Inhibition and Interference Resolution using 7T MRI data. Universiteit van Amsterdam. https://doi.org/10.21942/uva.22240393.v1
- Downloads
- Kucina, T., Wells, L., Lewis, I., de Salas, K., Kohl, A., Palmer, M. A., Sauer, J. D., Matzke, D., Aidman, E., & Heathcote, A. (2023). Calibration of cognitive tests to address the reliability paradox for decision-conflict tasks. Nature Communications, 14, Article 2234. https://doi.org/10.1038/s41467-023-37777-2 [details]
- Salomoni, S. E., Gronau, Q. F., Heathcote, A., Matzke, D., & Hinder, M. R. (2023). Proactive cues facilitate faster action reprogramming, but not stopping, in a response-selective stop signal task. Scientific Reports, 13, Article 19564. https://doi.org/10.1038/s41598-023-46592-0 [details]
- Downloads
- s41598-023-46592-0
- Supplementary files
- 41598 2023 46592 MOESM1 ESM
- Downloads
- Weigard, A., Matzke, D., Tanis, C., & Heathcote, A. (2023). A cognitive process modeling framework for the ABCD study stop-signal task. Developmental Cognitive Neuroscience, 59, Article 101191. https://doi.org/10.1016/j.dcn.2022.101191 [details]
- Downloads
- 1-s2.0-S1878929322001347-main
- Supplementary files
- 1-s2.0-S1878929322001347-mmc1
- Downloads
2022
- Choo, Y., Matzke, D., Bowren, M. D., Tranel, D., & Wessel, J. R. (2022). Right inferior frontal gyrus damage is associated with impaired initiation of inhibitory control, but not its implementation. eLife, 11, Article e79667. https://doi.org/10.7554/ELIFE.79667 [details]
- Damaso, K. A. M., Castro, S. C., Todd, J., Strayer, D. L., Provost, A., Matzke, D., & Heathcote, A. (2022). A cognitive model of response omissions in distraction paradigms. Memory & Cognition, 50(5), 962-978. Advance online publication. https://doi.org/10.3758/s13421-021-01265-z [details]
- He, J. L., Hirst, R. J., Puri, R., Coxon, J., Byblow, W., Hinder, M., Skippen, P., Matzke, D., Heathcote, A., Wadsley, C. G., Silk, T., Hyde, C., Parmar, D., Pedapati, E., Gilbert, D. L., Huddleston, D. A., Mostofsky, S., Leunissen, I., MacDonald, H. J., ... Puts, N. A. J. (2022). OSARI, an open-source anticipated response inhibition task. Behavior Research Methods, 54(3), 1530-1540. Advance online publication. https://doi.org/10.3758/s13428-021-01680-9 [details]
- Heathcote, A., & Matzke, D. (2022). Winner Takes All! What Are Race Models, and Why and How Should Psychologists Use Them? Current Directions in Psychological Science, 31(5), 383-394. https://doi.org/10.1177/09637214221095852 [details]
2021
- Aczel, B., Szaszi, B., Nilsonne, G., van den Akker, O. R., Albers, C. J., van Assen, M. A., Bastiaansen, J. A., Benjamin, D., Boehm, U., Botvinik-Nezer, R., Bringmann, L. F., Busch, N. A., Caruyer, E., Cataldo, A. M., Cowan, N., Delios, A., van Dongen, N. N. N., Donkin, C., van Doorn, J. B., ... Wagenmakers, E.-J. (2021). Science Forum: Consensus-based guidance for conducting and reporting multi-analyst studies. eLife, 10, Article e72185. https://doi.org/10.7554/eLife.72185 [details]
- Boehm, U., Matzke, D., Gretton, M., Castro, S., Cooper, J., Skinner, M., Strayer, D., & Heathcote, A. (2021). Real-time prediction of fluctuations in cognitive workload. Cognitive Research: Principles and Implications, 6, Article 30. https://doi.org/10.1186/s41235-021-00289-y [details]
- Tran, N-H., van Maanen, L., Heathcote, A., & Matzke, D. (2021). Systematic Parameter Reviews in Cognitive Modeling: Towards a Robust and Cumulative Characterization of Psychological Processes in the Diffusion Decision Model. Frontiers in Psychology, 11, Article 608287. https://doi.org/10.3389/fpsyg.2020.608287 [details]
- van Doorn, J., van den Bergh, D., Böhm, U., Dablander, F., Derks, K., Draws, T., Etz, A., Evans, N. J., Gronau, Q. F., Haaf, J. M., Hinne, M., Kucharský, Š., Ly, A., Marsman, M., Matzke, D., Komarlu Narendra Gupta, A. R., Sarafoglou, A., Stefan, A., Voelkel, J. G., & Wagenmakers, E-J. (2021). The JASP guidelines for conducting and reporting a Bayesian analysis. Psychonomic Bulletin & Review, 28(3), 813–826. Advance online publication. https://doi.org/10.3758/s13423-020-01798-5 [details]
2020
- Dahrendorf, M., Hoffmann, T., Mittenbühler, M., Wiechert, S., Sarafoglou, A., Matzke, D., & Wagenmakers, E-J. (2020). "Because it is the Right Thing to Do'': Taking Stock of the Peer Reviewers’ Openness Initiative. Journal of European Psychology Students, 11(1), 15-20. https://doi.org/10.31234/osf.io/h39jt, https://doi.org/10.5334/jeps.506 [details]
- Gronau, Q. F., Heathcote, A., & Matzke, D. (2020). Computing Bayes factors for evidence-accumulation models using Warp-III bridge sampling. Behavior Research Methods, 52(2), 918-937. Advance online publication. https://doi.org/10.3758/s13428-019-01290-6 [details]
- Ly, A., Stefan, A., van Doorn, J., Dablander, F., van den Bergh, D., Sarafoglou, A., Kucharský, S., Derks, K., Gronau, Q. F., Raj, A., Boehm, U., van Kesteren, E-J., Hinne, M., Matzke, D., Marsman, M., & Wagenmakers, E-J. (2020). The Bayesian Methodology of Sir Harold Jeffreys as a Practical Alternative to the P Value Hypothesis Test. Computational Brain & Behavior, 3(2), 153-161. Advance online publication. https://doi.org/10.31234/osf.io/dhb7x, https://doi.org/10.1007/s42113-019-00070-x [details]
- Matzke, D., Logan, G. D., & Heathcote, A. (2020). A Cautionary Note on Evidence-Accumulation Models of Response Inhibition in the Stop-Signal Paradigm. Computational Brain & Behavior, 3(3), 269–288. Advance online publication. https://doi.org/10.1007/s42113-020-00075-x [details]
- Sarafoglou, A., Hoogeveen, S., Matzke, D., & Wagenmakers, E-J. (2020). Teaching Good Research Practices: Protocol of a Research Master Course. Psychology Learning and Teaching, 19(1), 46-59. Advance online publication. https://doi.org/10.1177/1475725719858807 [details]
- Skippen, P., Fulham, W. R., Michie, P. T., Matzke, D., Heathcote, A., & Karayanidis, F. (2020). Reconsidering electrophysiological markers of response inhibition in light of trigger failures in the stop-signal task. Psychophysiology, 57(10), Article e13619. https://doi.org/10.1111/psyp.13619 [details]
- van Doorn, J., Matzke, D., & Wagenmakers, E-J. (2020). An In-Class Demonstration of Bayesian Inference. Psychology Learning and Teaching, 19(1), 36-45. Advance online publication. https://doi.org/10.1177/1475725719848574 [details]
- van den Bergh, D., van Doorn, J., Marsman, M., Draws, T., van Kesteren, E-J., Derks, K., Dablander, F., Gronau, Q. F., Kucharský, Š., Komarlu Narendra Gupta, A. R., Sarafoglou, A., Voelkel, J. G., Stefan, A., Ly, A., Hinne, M., Matzke, D., & Wagenmakers, E-J. (2020). A Tutorial on Conducting and Interpreting a Bayesian ANOVA in JASP. Année Psychologique, 120(1), 73-96. https://doi.org/10.31234/osf.io/spreb, https://doi.org/10.3917/anpsy1.201.0073 [details]
2019
- Castro, S. C., Strayer, D. L., Matzke, D., & Heathcote, A. (2019). Cognitive workload measurement and modeling under divided attention. Journal of Experimental Psychology. Human Perception and Performance, 45(6), 826-839. Advance online publication. https://doi.org/10.1037/xhp0000638 [details]
- Downloads
- 00004788-201906000-00009
- Supplementary files
- SupplementaryMaterialsFinal xhp0000638
- Downloads
- Gronau, Q. F., Wagenmakers, E-J., Heck, D. W., & Matzke, D. (2019). A simple method for comparing complex models: Bayesian model comparison for hierarchical multinomial processing tree models using Warp-III bridge sampling. Psychometrika, 84(1), 261-284. https://doi.org/10.1007/s11336-018-9648-3 [details]
- Heathcote, A., Lin, Y-S., Reynolds, A., Strickland, L., Gretton, M., & Matzke, D. (2019). Dynamic models of choice. Behavior Research Methods, 51(2), 961-985. https://doi.org/10.3758/s13428-018-1067-y [details]
- Lee, M. D., Criss, A. H., Devezer, B., Donkin, C., Etz, A., Leite, F. P., Matzke, D., Rouder, J. N., Trueblood, J. S., White, C. N., & Vandekerckhove, J. (2019). Robust modeling in cognitive science. Computational Brain & Behavior, 2(3-4), 141-153. Advance online publication. https://doi.org/10.1007/s42113-019-00029-y [details]
- Love, J., Selker, R., Marsman, M., Jamil, T., Dropmann, D., Verhagen, J., Ly, A., Gronau, Q. F., Šmíra, M., Epskamp, S., Matzke, D., Wild, A., Knight, P., Rouder, J. N., Morey, R. D., & Wagenmakers, E-J. (2019). JASP: Graphical statistical software for common statistical designs. Journal of Statistical Software, 88, Article 2. https://doi.org/10.18637/jss.v088.i02 [details]
- Downloads
- v88i02
- Supplementary files
- jasp-desktop-0.9.1
- EyeMovements
- Downloads
- Matzke, D., Curley, S., Gong, C. Q., & Heathcote, A. (2019). Inhibiting Responses to Difficult Choices. Journal of Experimental Psychology: General, 148(1), 124-142. https://doi.org/10.1037/xge0000525 [details]
- Downloads
- 00004785-201901000-00008
- Supplementary files
- SupplementalMaterialsXGE20170569
- Downloads
- Skippen, P., Matzke, D., Heathcote, A., Fulham, W. R., Michie, P., & Karayanidis, F. (2019). Reliability of triggering inhibitory process is a better predictor of impulsivity than SSRT. Acta Psychologica, 192, 104-117. https://doi.org/10.1016/j.actpsy.2018.10.016 [details]
- Downloads
- 1-s2.0-S0001691818301616-main
- Supplementary files
- 1-s2.0-S0001691818301616-mmc1
- Downloads
- Stephens, R. G., Matzke, D., & Hayes, B. K. (2019). Disappearing dissociations in experimental psychology: Using state-trace analysis to test for multiple processes. Journal of Mathematical Psychology, 90, 3-22. https://doi.org/10.1016/j.jmp.2018.11.003 [details]
- Downloads
- 1-s2.0-S0022249618300701-main
- Supplementary files
- 1-s2.0-S0022249618300701-mmc1
- Downloads
- Vandekerckhove, J., White, C. N., Trueblood, J. S., Rouder, J. N., Matzke, D., Leite, F. P., Etz, A., Donkin, C., Devezer, B., Criss, A. H., & Lee, M. D. (2019). Robust Diversity in Cognitive Science. Computational Brain & Behavior, 2(3-4), 271-276. Advance online publication. https://doi.org/10.31234/osf.io/6bu7s, https://doi.org/10.1007/s42113-019-00066-7 [details]
- Verbruggen, F., Aron, A. R., Band, G. P. H., Beste, C., Bissett, P. G., Brockett, A. T., Brown, J. W., Chamberlain, S. R., Chambers, C. D., Colonius, H., Colzato, L. S., Corneil, B. D., Coxon, J. P., Dupuis, A., Eagle, D. M., Garavan, H., Greenhouse, I., Heathcote, A., Huster, R. J., ... Boehler, C. N. (2019). A consensus guide to capturing the ability to inhibit actions and impulsive behaviors in the stop-signal task. eLife, 8, Article e46323. https://doi.org/10.7554/eLife.46323 [details]
- Weigard, A., Heathcote, A., Matzke, D., & Huang-Pollock, C. (2019). Cognitive Modeling Suggests That Attentional Failures Drive Longer Stop-Signal Reaction Time Estimates in Attention Deficit/Hyperactivity Disorder. Clinical Psychological Science, 7(4), 856-872. https://doi.org/10.1177/2167702619838466 [details]
- Downloads
- 2167702619838466
- Supplementary files
- Weigard Supplemental Materials R1
- Downloads
2018
- Beek, T. F., Matzke, D., Pinto, Y., Rotteveel, M., Gierholz, A., Verhagen, J., Selker, R., Sasiadek, A., Steingroever, H., Jostmann, N. B., & Wagenmakers, E-J. (2018). Incidental Haptic Sensations May Not Influence Social Judgments: A Purely Confirmatory Replication Attempt of Study 1 by Ackerman, Nocera, and Bargh (2010). Journal of Articles in Support of the Null Hypothesis, 14(2), 69-90. https://search.ebscohost.com/login.aspx?direct=true&db=aph&AN=132351143&site=ehost-live&scope=site [details]
- Boehm, U., Annis, J., Frank, M. J., Hawkins, G. E., Heathcote, A., Kellen, D., Krypotos, A-M., Lerche, V., Logan, G. D., Palmeri, T. J., van Ravenzwaaij, D., Servant, M., Singmann, H., Starns, J. J., Voss, A., Wiecki, T. V., Matzke, D., & Wagenmakers, E-J. (2018). Estimating across-trial variability parameters of the Diffusion Decision Model: Expert advice and recommendations. Journal of Mathematical Psychology, 87, 46-75. https://doi.org/10.1016/j.jmp.2018.09.004 [details]
- Boehm, U., Marsman, M., Matzke, D., & Wagenmakers, E-J. (2018). On the importance of avoiding shortcuts in applying cognitive models to hierarchical data. Behavior Research Methods, 50(4), 1614-1631. https://doi.org/10.3758/s13428-018-1054-3 [details]
- Derks, K., Burger, J., van Doorn, J., Kossakowski, J. J., Matzke, D., Atticciati, L., Beitner, J., Benzesin, V., de Bruijn, A. L., Cohen, T. R. H., Cordesius, E. P. A., van Dekken, M., Delvendahl, N., Dobbelaar, S., Groenendijk, E. R., Hermans, M. E., Hiekkaranta, A. P., Hoekstra, R. H. A., Hoffmann, A. M., ... Wagenmakers, E-J. (2018). Network Models to Organize a Dispersed Literature: The Case of Misunderstanding Analysis of Covariance. Journal of European Psychology Students, 9, 48-57. https://doi.org/10.5334/jeps.458 [details]
- Matzke, D., Boehm, U., & Vanderkerckhove, J. (2018). Bayesian inference for psychology. Part III: Parameter estimation in nonstandard models. Psychonomic Bulletin & Review, 25(1), 77-101. Advance online publication. https://doi.org/10.3758/s13423-017-1394-5 [details]
- Matzke, D., Verbruggen, F., & Logan, G. D. (2018). The stop-signal paradigm. In J. T. Wixted, & E-J. Wagenmakers (Eds.), Stevens' Handbook of Experimental Psychology and Cognitive Neuroscience. - Volume 5: Methodology (4 ed., pp. 383-428). Wiley. https://doi.org/10.1002/9781119170174.epcn510 [details]
- Sebastian, A., Forstmann, B. U., & Matzke, D. (2018). Towards a model-based cognitive neuroscience of stopping – a neuroimaging perspective. Neuroscience and Biobehavioral Reviews, 90, 130-136. https://doi.org/10.1016/j.neubiorev.2018.04.011 [details]
- Wagenmakers, E-J., Love, J., Marsman, M., Jamil, T., Ly, A., Verhagen, J., Selker, R., Gronau, Q. F., Dropmann, D., Boutin, B., Meerhoff, F., Knight, P., Raj, A., van Kesteren, E-J., van Doorn, J., Šmíra, M., Epskamp, S., Etz, A., Matzke, D., ... Morey, R. D. (2018). Bayesian inference for psychology. Part II: Example applications with JASP. Psychonomic Bulletin & Review, 25(1), 58-76. Advance online publication. https://doi.org/10.3758/s13423-017-1323-7 [details]
- Wagenmakers, E-J., Marsman, M., Jamil, T., Ly, A., Verhagen, J., Love, J., Selker, R., Gronau, Q. F., Šmíra, M., Epskamp, S., Matzke, D., Rouder, J. N., & Morey, R. D. (2018). Bayesian inference for psychology. Part I: Theoretical advantages and practical ramifications. Psychonomic Bulletin & Review, 25(1), 35-57. Advance online publication. https://doi.org/10.3758/s13423-017-1343-3 [details]
2017
- Dutilh, G., Vandekerckhove, J., Ly, A., Matzke, D., Pedroni, A., Frey, R., Rieskamp, J., & Wagenmakers, E-J. (2017). A test of the diffusion model explanation for the worst performance rule using preregistration and blinding. Attention, Perception & Psychophysics, 79(3), 713-725. https://doi.org/10.3758/s13414-017-1304-y [details]
- Gronau, Q. F., Sarafoglou, A., Matzke, D., Ly, A., Boehm, U., Marsman, M., Leslie, D. S., Forster, J. J., Wagenmakers, E-M., & Steingroever, H. (2017). A tutorial on bridge sampling. Journal of Mathematical Psychology, 81, 80-97. Advance online publication. https://doi.org/10.1016/j.jmp.2017.09.005 [details]
- Krypotos, A-M., Blanken, T. F., Arnaudova, I., Matzke, D., & Beckers, T. (2017). A Primer on Bayesian Analysis for Experimental Psychopathologists. Journal of Experimental Psychopathology, 8(2), 140-157. Advance online publication. https://doi.org/10.5127/jep.057316 [details]
- Matzke, D., Hughes, M., Badcock, J. C., Michie, P., & Heathcote, A. (2017). Failures of cognitive control or attention? The case of stop-signal deficits in schizophrenia. Attention, Perception & Psychophysics, 79(4), 1078-1086. Advance online publication. https://doi.org/10.3758/s13414-017-1287-8 [details]
- Matzke, D., Love, J., & Heathcote, A. (2017). A Bayesian approach for estimating the probability of trigger failures in the stop-signal paradigm. Behavior Research Methods, 49(1), 267-281. Advance online publication. https://doi.org/10.3758/s13428-015-0695-8 [details]
- Matzke, D., Ly, A., Selker, R., Weeda, W. D., Scheibehenne, B., Lee, M. D., & Wagenmakers, E-J. (2017). Bayesian inference for correlations in the presence of measurement error and estimation uncertainty. Collabra: Psychology, 3(1), Article 25. https://doi.org/10.1525/collabra.78 [details]
- Wagenmakers, E-J., Verhagen, J., Ly, A., Matzke, D., Steingroever, H., Rouder, J. N., & Morey, R. D. (2017). The need for Bayesian hypothesis testing in psychological science. In S. O. Lilienfeld, & I. D. Waldman (Eds.), Psychological Science under Scrutiny: Recent Challenges and Proposed Solutions (pp. 123-138). Wiley Blackwell. https://doi.org/10.1002/9781119095910.ch8 [details]
2016
- Cramer, A. O. J., van Ravenzwaaij, D., Matzke, D., Steingroever, H., Wetzels, R., Grasman, R. P. P. P., Waldorp, L. J., & Wagenmakers, E-J. (2016). Hidden multiplicity in exploratory multiway ANOVA: Prevalence and remedies. Psychonomic Bulletin & Review, 23(2), 640-647. Advance online publication. https://doi.org/10.3758/s13423-015-0913-5 [details]
2015
- Love, J., Selker, R., Verhagen, J., Marsman, M., Gronau, Q. F., Jamil, T., Smira, M., Epskamp, S., Wild, A., Ly, A., Matzke, D., Wagenmakers, E-J., Morey, R. D., & Rouder, J. N. (2015). Software to sharpen your stats. APS Observer, 28(3), 27-29. http://www.psychologicalscience.org/index.php/publications/observer/2015/march-15/bayes-or-bust-with-new-softwares.html [details]
- Matzke, D., Dolan, C. V., Batchelder, W. H., & Wagenmakers, E-J. (2015). Bayesian estimation of multinomial processing tree models with heterogeneity in participants and items. Psychometrika, 80(1), 205-235. Advance online publication. https://doi.org/10.1007/s11336-013-9374-9 [details]
- Matzke, D., Nieuwenhuis, S., van Rijn, H., Slagter, H. A., van der Molen, M. W., & Wagenmakers, E-J. (2015). The effect of horizontal eye movements on free recall: A preregistered adversarial collaboration. Journal of Experimental Psychology. General, 144(1), e1-e15. https://doi.org/10.1037/xge0000038 [details]
- Nuijten, M. B., Wetzels, R., Matzke, D., Dolan, C. V., & Wagenmakers, E-J. (2015). A default Bayesian hypothesis test for mediation. Behavior Research Methods, 47(1), 85-97. Advance online publication. https://doi.org/10.3758/s13428-014-0470-2 [details]
- Rotteveel, M., Gierholz, A., Koch, G., van Aalst, C., Pinto, Y., Matzke, D., Steingroever, H., Verhagen, J., Beek, T. F., Selker, R., Sasiadek, A., & Wagenmakers, E-J. (2015). On the automatic link between affect and tendencies to approach and avoid: Chen and Bargh (1999) revisited. Frontiers in Psychology, 6, Article 335. https://doi.org/10.3389/fpsyg.2015.00335 [details]
- Downloads
- 494112
- Supplementary files
- 494112 supplement
- Downloads
- Vandekerckhove, J., Matzke, D., & Wagenmakers, E-J. (2015). Model comparison and the principle of parsimony. In J. R. Busemeyer, Z. Wang, J. T. Townsend, & A. Eidels (Eds.), The Oxford handbook of computational and mathematical psychology (pp. 300-319). (Oxford library of psychology). Oxford University Press. https://doi.org/10.1093/oxfordhb/9780199957996.013.14 [details]
- Wagenmakers, E-J., Beek, T. F., Rotteveel, M., Gierholz, A., Matzke, D., Steingroever, H., Ly, A., Verhagen, J., Selker, R., Sasiadek, A., Gronau, Q. F., Love, J., & Pinto, Y. (2015). Turning the hands of time again: a purely confirmatory replication study and a Bayesian analysis. Frontiers in Psychology, 6, Article 494. https://doi.org/10.3389/fpsyg.2015.00494 [details]
- Wagenmakers, E-J., Verhagen, J., Ly, A., Bakker, M., Lee, M. D., Matzke, D., Rouder, J. N., & Morey, R. D. (2015). A power fallacy. Behavior Research Methods, 47(4), 913-917. https://doi.org/10.3758/s13428-014-0517-4 [details]
- van Elk, M., Matzke, D., Gronau, Q. F., Guan, M., Vandekerckhove, J., & Wagenmakers, E-J. (2015). Meta-analyses are no substitute for registered replications: a skeptical perspective on religious priming. Frontiers in Psychology, 6, Article 1365. https://doi.org/10.3389/fpsyg.2015.01365 [details]
2014
- de Groot, A. D., Wagenmakers, E-J., Borsboom, D., Verhagen, J., Kievit, R., Bakker, M., Cramer, A., Matzke, D., Mellenbergh, D., & van der Maas, H. L. J. (2014). The meaning of "significance" for different types of research. Acta Psychologica, 148, 188-194. Advance online publication. https://doi.org/10.1016/j.actpsy.2014.02.001 [details]
2013
- Matzke, D., Dolan, C. V., Logan, G. D., Brown, S. D., & Wagenmakers, E-J. (2013). Bayesian parametric estimation of stop-signal reaction time distributions. Journal of Experimental Psychology. General, 142(4), 1047-1073. Advance online publication. https://doi.org/10.1037/a0030543 [details]
- Matzke, D., Love, J., Wiecki, T. V., Brown, S. D., Logan, G. D., & Wagenmakers, E-J. (2013). Release the BEESTS: Bayesian Estimation of Ex-Gaussian STop-Signal reaction time distributions. Frontiers in Psychology, 4, Article 918. https://doi.org/10.3389/fpsyg.2013.00918 [details]
2011
- Wetzels, R., Matzke, D., Lee, M. D., Rouder, J. N., Iverson, G. J., & Wagenmakers, E-J. (2011). Statistical evidence in experimental psychology: an empirical comparison using 855 t tests. Perspectives on Psychological Science, 6(3), 291-298. https://doi.org/10.1177/1745691611406923 [details]
2010
- Matzke, D., Dolan, C. V., & Molenaar, D. (2010). The issue of power in the identification of "g" with lower-order factors. Intelligence, 38(3), 336-344. https://doi.org/10.1016/j.intell.2010.02.001 [details]
2009
- Matzke, D., & Wagenmakers, E-J. (2009). Psychological interpretation of the ex-Gaussian and shifted Wald parameters: a diffusion model analysis. Psychonomic Bulletin & Review, 16(5), 798-817. https://doi.org/10.3758/PBR.16.5.798 [details]
2023
- van Doorn, J., Haaf, J. M., Stefan, A. M., Wagenmakers, E.-J., Cox, G. E., Davis-Stober, C. P., Heathcote, A., Heck, D. W., Kalish, M., Kellen, D., Matzke, D., Morey, R. D., Nicenboim, B., van Ravenzwaaij, D., Rouder, J. N., Schad, D. J., Shiffrin, R. M., Singmann, H., Vasishth, S., ... Aust, F. (2023). Bayes Factors for Mixed Models: a Discussion. Computational Brain and Behavior, 6(1), 140–158. https://doi.org/10.1007/s42113-022-00160-3 [details]
2021
- Boehm, U., Matzke, D., Gretton, M., Castro, S., Cooper, J., Skinner, M., Strayer, D., & Heathcote, A. (2021). Correction to: Real-time prediction of short-timescale fluctuations in cognitive workload. Cognitive Research: Principles and Implications, 6, Article 62. https://doi.org/10.1186/s41235-021-00328-8
- Shiffrin, R. M., Matzke, D., Crystal, J. D., Wagenmakers, E-J., Chandramouli, S. H., Vandekerckhove, J., Zorzi, M., Morey, R. D., & Murphy, M. C. (2021). Extraordinary claims, extraordinary evidence? A discussion. Learning and Behavior, 49(3), 265-275. Advance online publication. https://doi.org/10.3758/s13420-021-00474-5 [details]
2020
- Stephens, R. G., Matzke, D., & Hayes, B. K. (2020). State-trace analysis — Misrepresented and misunderstood: Reply to Ashby (2019). Journal of Mathematical Psychology, 96, Article 102342. https://doi.org/10.1016/j.jmp.2020.102342 [details]
2019
- Gronau, Q. F., Wagenmakers, E. J., Heck, D. W., & Matzke, D. (2019). Erratum to: A Simple Method for Comparing Complex Models: Bayesian Model Comparison for Hierarchical Multinomial Processing Tree Models Using Warp-III Bridge Sampling. Psychometrika, 84(4), 1047. https://doi.org/10.1007/s11336-019-09681-6
2018
- Ly, A., Böhm, U., Heathcote, A., Turner, B. M., Forstmann, B., Marsman, M., & Matzke, D. (2018). A flexible and efficient hierarchical Bayesian approach to the exploration of individual differences in cognitive-model-based neuroscience. In A. A. Moustafa (Ed.), Computational Models of Brain and Behavior (pp. 467-480). Wiley Blackwell. https://doi.org/10.1002/9781119159193.ch34 [details]
2013
- Bakker, M., Cramer, A. O. J., Matzke, D., Kievit, R. A., van der Maas, H. L. J., Wagenmakers, E-J., & Borsboom, D. (2013). Dwelling on the past. European Journal of Personality, 27(2), 120-144. Advance online publication. https://doi.org/10.1002/per.1920 [details]
Prize / grant
- Matzke, D., Heathcote, A., Blanken, T. & Tanis, C. (2021). Small-Scale Initiatives in Software Performance Optimization.
- Matzke, D. (2020). Personal Innovational Research Incentives Scheme “Vidi” grant. Project title: Stopping in the real world: A cognitive-psychometric approach to the measurement of response inhibition..
- Matzke, D. (2019). William K. Estes Early Career Award.
- Matzke, D. (2016). Early Career Award from the Society for Experimental Psychology and Cognitive Science (Division 3 of the American Psych ological Association).
- Matzke, D. (2015). Leamer-Rosenthal Prize for Open Social Science..
- Matzke, D. (2015). Association for Psychological Science (APS) Rising Star.
- Matzke, D. (2015). Association for Psychological Science (APS) Rising Star 2015.
- Matzke, D. (2015). VENI grant: Bayesiaanse aanpak voor cognitieve procesmodellen van responsinhibitie..
Membership / relevant position
- Matzke, D. (2018-2022). Lid van De Jonge Akademie van de KNAW, De Jonge Akademie.
Talk / presentation
- Matzke, D. (invited speaker) (3-11-2022). Flexible cognitive architectures for response inhibition, School of Psychology, University of Newcastle, Newcastle, NSW, Australia..
- Matzke, D. (invited speaker) (17-11-2021). Flexible cognitive architectures for response inhibition., University of Illinois, Urbana-Champaign, USA.
- Matzke, D. (invited speaker) (18-9-2021). Dynamic models of choice: Bayesian estimation and model comparison for evidence-accumulation architectures., 15th Conference of the Section “Methods and Evaluation” (FGME) in the German Psychological Society (DGPs).
- Matzke, D. (keynote speaker) (17-9-2021). Race models of stopping: From simple descriptive to complex cognitive process models., 15th Conference of the Section “Methods and Evaluation” (FGME) in the German Psychological Society (DGPs).
- Matzke, D. (keynote speaker) (7-9-2021). Flexible cognitive architectures for response inhibition., Summer School on Statistical Methods for Linguistics and Psychology.
- Matzke, D. (speaker) (18-7-2021). Cognitive architectures for stopping, Annual Summer Interdisciplinary Conference.
- Matzke, D. (keynote speaker) (1-7-2021). Cognitive architectures for stopping: From simple descriptive to cognitive process models of response inhibition., Annual Meeting of the Society for Mathematical Psychology.
- Matzke, D. (speaker) (16-11-2019). A model-based analysis of response slowing in the stop-signal paradigm, Annual Meeting of the Psychonomic Society.
- Matzke, D. (invited speaker) (20-7-2019). Bayesian model selection and model averaging for multinomial processing trees, Annual Meeting of the Society for Mathematical Psychology.
- Matzke, D. (invited speaker) (14-5-2019). Inhibiting responses to difficult choices: From simple descriptive to cognitive process models of the stop-signal paradigm., University of Western Australia.
- Matzke, D. (speaker) (27-4-2019). Inhibiting responses to difficult choices, Experimental Psychology Conference.
- Matzke, D. (invited speaker) (2019). Inhibiting difficult choices: From simple descriptive to cognitive process models of the stop-signal paradigm, Ghent University.
- Matzke, D. (speaker) (17-11-2018). Disappearing dissociations in experimental psychology, Annual Meeting of the Psychonomic Society.
- Matzke, D. (invited speaker) & Heathcote, A. (invited speaker) (15-5-2018). Dynamic Models of Choice (DMC) workshop, Heidelberg University.
- Matzke, D. (speaker), Stephens, R. (speaker) & Hayes, B. (speaker) (15-11-2017). Disappearing dissociations in experimental psychology, Psychonomics.
- Matzke, D. (invited speaker) (28-5-2016). A Bayesian approach for quantifying the contribution of trigger failures to response inhibition performance: Evidence for triggering deficiencies in schizophrenia., 28th APS Annual Convention, Chicago, USA.
Others
- Forstmann, B. (organiser), Matzke, D. (organiser), Heathcote, A. (organiser), Innes, R. (organiser) & Stevenson, N. (organiser) (1-8-2022 - 5-8-2022). Model-based Neuroscience Summer School (organising a conference, workshop, ...).
- Matzke, D. (organiser) (8-7-2021). Women of Math Psych Professional Development Symposium at the Annual Meeting of the Society for Mathematical Psychology (organising a conference, workshop, ...).
- van Doorn, J. (organiser), Wagenmakers, E.-J. (organiser), Matzke, D. (organiser), Ly, A. (organiser) & Sarafoglou, A. (organiser) (26-8-2019 - 30-8-2019). Ninth Annual JAGS and WinBUGS Workshop: Bayesian Modeling for Cognitive Science (organising a conference, workshop, ...).
- Forstmann, B. (organiser), Matzke, D. (organiser), Heathcote, A. (organiser), Miletić, S. (organiser) & Bazin, P.-L. (organiser) (5-8-2019 - 14-8-2019). Model-based Neuroscience Summer School and Brainhack (organising a conference, workshop, ...).
- Matzke, D. (organiser), Trueblood, J. (organiser), Blaha, L. (organiser) & Fox, E. (organiser) (19-7-2019). Women of Math Psych Professional Development Symposium at the Annual Meeting of the Society for Mathematical Psychology (organising a conference, workshop, ...).
- Matzke, D. (organiser), Wagenmakers, E.-J. (organiser) & Tuerlinckx, F. (organiser) (25-3-2019 - 29-3-2019). Erasmus Seminar on Mathematical Psychology: “Formal Models and Quantitative Methods for Psychology” (organising a conference, workshop, ...).
- Matzke, D. (other) (2019 - 2025). Elected member of the Executive Board of the Society for Mathematical Psychology (other).
- Matzke, D. (other) (2019 - 2025). Elected Fellow of the Psychonomic Society (other).
- van Doorn, J. B. (organiser), Gronau, Q. F. (organiser), Etz, A. (organiser), Matzke, D. (organiser), Ly, A. (organiser) & Morey, R. D. (organiser) (27-8-2018 - 28-8-2018). Theory and Practice of Bayesian Hypothesis Testing, Amsterdam. Together with Johnny van Doorn, Quentin Gronau, Alexander Ly, and Richard Morey, part of the organizing committee for the fourth annual two–day JASP (…) (organising a conference, workshop, ...).
- Wagenmakers, E. M. (organiser), Matzke, D. (organiser), Lee, M. (organiser), Ly, A. (organiser), van Doorn, J. B. (organiser) & Gronau, Q. F. (organiser) (20-8-2018 - 24-8-2018). Eight Annual JAGS and WinBUGS Workshop: Bayesian Modeling for Cognitive Science (organising a conference, workshop, ...).
- Forstmann, B. U. (organiser), Matzke, D. (organiser), van Maanen, L. (organiser) & Heathcote, A. (organiser) (30-7-2018 - 3-8-2018). Model-based Neuroscience Summer School (organising a conference, workshop, ...).
- Matzke, D. (organiser), Trueblood, J. (organiser), Blaha, L. (organiser), van Vugt, M. (organiser) & Hemmer, P. (organiser) (21-7-2018). Women of Math Psych Professional Development Symposium at the Annual Meeting of the Society for Mathematical Psychology (organising a conference, workshop, ...).
- Matzke, D. (other) (2018 - 2025). Member of the board of the Women of Mathematical Psychology of the Society for Mathematical Psychology (other).
- Wagenmakers, E. M. (organiser), Gronau, Q. F. (organiser), Ly, A. (organiser), van Doorn, J. B. (organiser) & Matzke, D. (organiser) (28-8-2017 - 29-8-2017). Theory and Practice of Bayesian Hypothesis Testing: A JASP Workshop (organising a conference, workshop, ...). http://(https://jasp- stats.org/upcoming-events/jasp-workshop/
- Wagenmakers, E. M. (organiser), Ly, A. (organiser), Gronau, Q. F. (organiser), van Doorn, J. B. (organiser), Matzke, D. (organiser) & Lee, M. (organiser) (21-8-2017 - 25-8-2017). Seventh Annual JAGS and WinBUGS Workshop: Bayesian Modeling for Cognitive Science (organising a conference, workshop, ...). http://bayescourse.socsci.uva.nl/index.php?src=hom e
- Forstmann, B. U. (organiser), Matzke, D. (organiser), Heathcote, A. (organiser), Hawkins, G. E. (organiser), van Maanen, L. (organiser) & de Hollander, G. (organiser) (31-7-2017 - 4-8-2017). Model-based Neuroscience Summer School (organising a conference, workshop, ...). http://(http://www.modelbasedneuroscience.c om/index.html
- Jonas, K. J. (organiser) & Matzke, D. (organiser) (2016). Pre-Registration as a Research and Publication Method (organising a conference, workshop, ...).
- Heathcote, A. (organiser), Brown, S. (organiser), Matzke, D. (organiser), Turner, B. (organiser), Hawkins, G. E. (organiser) & Bushmakin, M. (organiser) (2016). Bayesian Estimation of Evidence Accumulation Architectures in Neuroscience and Cognition, Boston (organising a conference, workshop, ...).
- Wagenmakers, E. M. (organiser), Matzke, D. (organiser), Selker, R. (organiser), van Doorn, J. B. (organiser) & Ly, A. (organiser) (2016). Theory and Practice of Bayesian Hypothesis Testing: A JASP Workshop (organising a conference, workshop, ...).
- Wagenmakers, E. M. (organiser), Matzke, D. (organiser), Selker, R. (organiser), van Doorn, J. B. (organiser), Steingröver, H. M. (organiser), Lee, M. (organiser) & Ly, A. (organiser) (2016). Sixth Annual JAGS and WinBUGS Workshop: Bayesian Modeling for Cognitive Science (organising a conference, workshop, ...).
- Wagenmakers, E.-J. (organiser), Tuerlinckx, F. (organiser) & Matzke, D. (organiser) (22-3-2015 - 28-3-2015). Erasmus-IP Seminar on Mathematical Psychology, Debrecen. Formal Models and Quantitative Methods for Psychology. (organising a conference, workshop, ...).
- Wagenmakers, E.-J. (organiser), Matzke, D. (organiser) & Ly, A. (organiser) (2015). First Annual JASP Workhop: A Fresh Way to do Bayesian Statistics., Amsterdam (organising a conference, workshop, ...).
- Wagenmakers, E.-J. (organiser), Lee, M. D. (organiser), Ly, A. (organiser) & Matzke, D. (organiser) (2015). Fifth Annual WinBUGS Workshop: Bayesian Modeling for Cognitive Science., Amsterdam (organising a conference, workshop, ...).
- Wagenmakers, E.-J. (organiser), Lee, M. D. (organiser), Ly, A. (organiser), Matzke, D. (organiser), Steingroever, H. (organiser) & Verhagen, A. J. (organiser) (11-8-2014 - 15-8-2014). Fourth Annual WinBUGS Workshop: Bayesian Modeling for Cognitive Science., Amsterdam (organising a conference, workshop, ...).
- Wagenmakers, E.-J. (organiser), Matzke, D. (organiser), Steingröver, H. M. (organiser) & Ly, A. (organiser) (12-8-2013 - 16-8-2013). WinBUGS Workshop: Bayesian Modeling for Cognitive Science., Amsterdam (organising a conference, workshop, ...).
- Wagenmakers, E.-J. (organiser), Matzke, D. (organiser), Steingröver, H. M. (organiser) & Lee, M. (organiser) (2-7-2012 - 6-7-2012). Organisation of the workshop "Bayesian Modeling for Cognitive Science"., Amsterdam (organising a conference, workshop, ...).
- Wagenmakers, E. M. (organiser), Wetzels, R. M. (organiser), Matzke, D. (organiser) & Lee, M. (organiser) (22-8-2011). Bayesian Modeling for Cognitive Science (organising a conference, workshop, ...).
2014
- Matzke, D. (2014). Bayesian explorations in mathematical psychology. [Thesis, fully internal, Universiteit van Amsterdam]. [details]
- Downloads
- Thesis (complete)
- Front matter
- 1: Introduction
- 2: Psychological interpretation of the ex-Gaussian and shifted Wald parameters: A diffusion model analysis
- 3: Bayesian parametric estimation of stop-signal reaction time distributions
- 4: Release the BEESTS: Bayesian estimation of ex-Gaussian stop-signal reaction time distributions
- 5: Bayesian estimation of multinomial processing tree models with heterogeneity in participants and items
- 6: Model comparison and the principle of parsimony
- 7: The issue of power in the identification of “g” with lower-order factors
- 8: Accounting for measurement error and the attenuation of the correlation: A Bayesian approach
- 9: A default Bayesian hypothesis test for mediation
- 10: Two birds with one stone: A preregistered adversarial collaboration on horizontal eye movements in free recall
- 11: Statistical evidence in experimental psychology: An empirical comparison using 855 t tests
- 12: Hidden multiplicity in multiway ANOVA: Prevalence, consequences, and remedies
- 13: Summary and future directions
- Appendices
- Back matter
- Supplementary files
- Chapter 2 - Supplemental material
- Chapter 3 - Supplemental material
- Chapter 5 - Supplemental material
- Chapter 10 - Supplemental material
- Downloads
2023
- Isherwood, S., Bazin, P., Miletić, S., Stevenson, N., Trutti, A., H. Y. Tse, D., Heathcote, A., Matzke, D., Habli, S., Sokołowski, D. R., Alkemade, A., Håberg, A., Forstmann, B. & Innes, R. (8-6-2023). Investigating Intra-Individual Networks of Response Inhibition and Interference Resolution using 7T MRI data. Universiteit van Amsterdam. https://doi.org/10.21942/uva.22240393.v1
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Ancillary activities
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Boehm, U., Evans, N. J., Gronau, Q. F., Matzke, D., Wagenmakers, E.-J., & Heathcote, A. J. (2024). Inclusion Bayes Factors for Mixed Hierarchical Diffusion Decision Models. Psychological Methods, 29(4), 625-655.