Publications

UNDER REVISION OR SUBMITTED

Boehm, U., Matzke, D., Gretton, M., Castro, S., Cooper, J., Skinner, M., Strayer, D., & Heathcote, A. Real-time prediction of fluctuations in cognitive workload. Manuscript submitted for publication.

Gronau, Q.F., Heathcote, A., & Matzke, D. Computing Bayes factors for evidence-accumulation models using Warp-III bridge sampling. Manuscript submitted for publication.

van Doorn, J., Matzke, D., & Wagenmakers, E.-J. An empirical demonstration of Bayesian inference using JASP. Manuscript submitted for publication.

Stephens, R.G., Matzke, D., & Hayes, B.K. Disappearing dissociations in experimental psychology: Using state-trace analysis to test for multiple processes. Manuscript submitted for publication.

Weigard, A., Heathcote, A., Matzke, D., & Huang-Pollock, C. A Bayesian model-based analysis of stop-signal task performance reveals attentional causes of apparent inhibition deficits in ADHD. Manuscript submitted for publication.

Castro, S., Strayer, D., Matzke, D., & Heathcote, A. Cognitive workload measurement and modeling under divided attention. Manuscript submitted for publication.

IN PRESS

Gronau, Q.F., Wagenmakers, E.-J., Heck, D.W., & Matzke, D. (in press). A simple method for comparing complex models: Bayesian model comparison for hierarchical multinomial processing tree models using Warp-III bridge sampling. Psychometrika.

View article

Skipppen, P., Matzke, D., Heathcote, A., Fulham, W.R., Michie, P., Karayanidis, F. (in press). Reliability of triggering inhibitory process is a better predictor of impulsivity than SSRT. Acta Psychologica.

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. (in press). Estimating between-trial variability parameters of the diffusion decision model: Expert advice and recommendations. Journal of Mathematical Psychology.

View article

Matzke, D., Curley, S., Gong, C.Q., & Heathcote, A. (in press). Inhibiting responses to difficult choices. Journal of Experimental Psychology: General.

View article

Heathcote, A., Lin, Y., Reynolds, A., Strickland, L., Gretton, M., & Matzke, D. (in press). Dynamic models of choice. Behavior Research Methods.

View article

Boehm, U., Marsman, M., Matzke, D., & Wagenmakers, E.-J. (in press). On the importance of avoiding shortcuts in modelling hierarchical data. Behavior Research Methods.

Derks, K., Burger, J., van Doorn, J., Kossakowski, J.J., Matzke, D., Atticciati, L., et al. (in press). Network models to organize a dispersed literature: A case of misunderstanding analysis of covariance. Journal of European Psychology Students.

Love, J., Selker, R., Marsman, M., Jamil, T., Dropmann, D., Verhagen, J., Ly, A., Gronau, Q.F., Smira, M., Epskamp, S., Matzke, D., Wild, A., Knight, P., Rouder, J.N., Morey, R.D., & Wagenmakers, E.-J. (in press). JASP- Graphical statistical software for common statistical designs. Journal of Statistical Software .

Beek, T.F., Matzke, D., Pinto, Y., Rotteveel, M., Gierholz, A., Verhagen, J., ..., Wagenmakers, E.-J. (in press). Incidental haptic sensations may not influence social judgements: A purely confirmatory replication attempt of Study 1 by Ackerman, Noreca, & Bargh (2010). Journal of Articles in Support of the Null Hypothesis.

View article

2018

Matzke, D., Verbruggen, F., & Logan, G. (2018). The stop-signal paradigm. In E.-J. Wagenmakers & J.T. Wixted (Eds.), Stevens' Handbook of Experimental Psychology and Cognitive Neuroscience, Volume Five: Methodology (4th ed.), pp. 383-427. John Wiley & Sons, Inc. (http://onlinelibrary.wiley.com/book/10.1002/9781119170174)

View chapter

Sebastian, A., Forstmann, B.U, & Matzke, D. (2018). Model-based cognitive neuroscience of stopping. Neuroscience & Biobehavioral Reviews, 90, 130-136.

Wagenmakers, E.-J., Marsman, M., Jamil, T., Ly, A., Verhagen, A.J., Love, J., Selker, R., Gronau, Q.F., Smira, 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, 35-57.

Wagenmakers, E.-J., Love, J., Marsman, M., Jamil, T., Ly, A., Verhagen, A. J., Selker, R., Gronau, Q. F., Dropmann, D., Boutin, B., Meerhoff, F., Knight, P., Raj, A., van Kesteren, E.-J., van Doorn, J., Smira, M., Epskamp, S., Etz, A., Matzke, D., de Jong, T., van den Bergh, D., Sarafoglou, A., Steingroever, H., Derks, K., Rouder, J.N., & Morey, R.D. (2018). Bayesian inference for psychology. Part II: Example applications with JASP. Psychonomic Bulletin & Review, 25, 58-76.

Matzke, D., Boehm, U., & Vandekerckhove, J. (2018). Bayesian inference for psychology. Part III: Parameter estimation in nonstandard models. Psychonomic Bulletin & Review, 25, 77-101.

View article

Ly, A., Boehm, 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.

2017

Gronau, Q.F., Sarafoglou, A., Matzke, D., Ly, A., Boehm, U., Marsman, M., Leslie, D.S., Forster, J.J., Wagenmakers, E.-J., & Steingroever, H. (2017). A tutorial on bridge sampling. Journal of Mathematical Psychology, 81, 80-97.

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 estimation uncertainty and measurement error. Collabra: Psychology, 3(1), 25.

View article
Download supplemental materials

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, 140-157.

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, 1078-1086.

View article

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 of the worst performance rule using preregistration and blinding. Attention, Perception, & Psychophysics, 79, 713-725.

Wagenmakers, E.-J., Verhagen, A.J., Ly, A., Matzke, D., Steingroever, H., Rouder, J.N., & Morey, R.D. (2017). The need for Bayesian hypothesis testing in psychological science. In Lilienfeld, S.O., & Waldman, I. (Eds.), Psychological science under scrutiny: Recent challenges and proposed solutions, pp. 123-138. John Wiley and Sons.

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.

View article
View supplemental materials

2016

Cramer, A.O.J., van Ravenzwaaij, D., Matzke, D., Steingroever, H., Wetzels, R., Grasman, R.P.P.P., Waldorp, L., & Wagenmakers, E.-J. (2016). Hidden multiplicity in exploratory multiway ANOVA: Prevalence and remedies. Psychonomic Bulletin & Review, 23, 640-647.

2015

Wagenmakers, E.-J., Verhagen, A.J., Ly, A., Bakker, M., Lee, M.D., Matzke, D., Rouder, J.N., & Morey, R.D. (2015). A power fallacy. Behavior Research Methods, 47, 913-917.

Wagenmakers, E.-J., Beek, T., Rotteveel, M., Gierholz, A., Matzke, D., Steingrover, H., ..., Pinto, Y. (2015). Turning the hands of time again: A purely confirmatory replication study and a Bayesian analysis. Frontiers in Psychology: Cognition, 6:494.

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.

View article
Download supplemental materials

Rotteveel, M., Gierholz, A., Koch, G., van Aalst, C., Pinto, Y., Matzke, D., ... & Wagenmakers, E.-J. (2015). On the automatic link between affect and tendencies to approach and avoid: Chen and Bargh (1999) revisited. Frontiers in Psychology: Cognition, 6:335.

van Elk, M., Matzke, D., Gronau, Q, Guan, M., Vanderkerckhove, J. & Wagenmakers, E.-J. (2015). Meta-analyses are no substitute for registered replications: A skeptical perspective on religious priming. Frontiers in Psychology: Personality and Social Psychology, 6:1365 .

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, e1-e15.

View article
Download supplemental materials

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.

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, 85-97.

Love, J., Selker, R., Verhagen, J., Marsman, M., Gronau, Q.F., Jamil, T., ..., Matzke, D., ..., Rouder, J.N. (2015). Software to sharpen your stats. APS Observer, 28.

2014

de Groot, A.D. (1956/2014). The meaning of "significance" for different types of research. Translated and annotated by Eric-Jan Wagenmakers, Denny Borsboom, Josine Verhagen, Rogier Kievit, Marjan Bakker, Angelique Cramer, Dora Matzke, Don Mellenbergh, and Han L. J. van der Maas. Acta Psychologica, 148, 188-194.

2013

Matzke, D., Lee, M.D., & Wagenmakers, E.-J. (2013). Getting started with WinBUGS. In M.D. Lee, & E.-J. Wagenmakers (Eds.), Bayesian cognitive modeling: A practical course (pp. 16-34). Cambridge University Press.

Matzke, D., Lee, M.D., & Wagenmakers, E.-J. (2013). Signal detection theory: Parameter expansion. In M.D. Lee, & E.-J. Wagenmakers (Eds.), Bayesian cognitive modeling: A practical course (pp. 164-167). Cambridge University Press.

Matzke, D., Lee, M.D., & Wagenmakers, E.-J. (2013). Multinomial processing trees. In M.D. Lee, & E.-J. Wagenmakers (Eds.), Bayesian cognitive modeling: A practical course (pp. 187-195). Cambridge University Press.

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, 120-144. Open peer commentary on Asendorp et al., "Recommendations for increasing replicability in psychology".

Matzke, D., Love, J., Wiecki, T., Brown, S.D., Logan, G.D., & Wagenmakers, E.-J. (2013). Releasing the BEESTS: Bayesian estimation of stop-signal reaction time distributions. Frontiers in Quantitative Psychology and Measurement, 4:918, doi: 10.3389/fpsyg.2013.00918.

View article
Download supplemental materials

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

View article
Download supplemental materials

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, 291-298.

2010

Matzke, D., Dolan, C.V., & Molenaar, D. (2010). The issue of power in the identification of “g” with lower-order factors. Intelligence, 38, 336-344.

View article

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, 798-817.

View article
Download supplemental materials