Have a personal or library account? Click to login
One Standard for All: Uniform Scale for Comparing Individuals and Groups in Hierarchical Bayesian Evidence Accumulation Modeling Cover

One Standard for All: Uniform Scale for Comparing Individuals and Groups in Hierarchical Bayesian Evidence Accumulation Modeling

Open Access
|Aug 2024

References

  1. 1Berkovich, R., & Meiran, N. (2023). Pleasant emotional feelings follow one of the most basic psychophysical laws (Weber’s law) as most sensations do. Emotion, 23(5), 12131223. DOI: 10.1037/emo0001161
  2. 2Berkovich, R., & Meiran, N. (2024). Both pleasant and unpleasant emotional feelings follow Weber’s law but It depends how you ask. Emotion, 24(5), 11801189. DOI: 10.1037/emo0001343
  3. 3Brooks, S. P., & Gelman, A. (1998). General methods for monitoring convergence of iterative simulations. Journal of Computational and Graphical Statistics, 7(4), 434455. DOI: 10.1080/10618600.1998.10474787
  4. 4Brown, S. D., & Heathcote, A. (2008). The simplest complete model of choice response time: Linear ballistic accumulation. Cognitive Psychology, 57(3), 153178. DOI: 10.1016/j.cogpsych.2007.12.002
  5. 5Dinstein, I., Heeger, D. J., & Behrmann, M. (2015). Neural variability: Friend or foe? Trends in Cognitive Sciences, 19(6), 322328. DOI: 10.1016/j.tics.2015.04.005
  6. 6Forstmann, B. U., Ratcliff, R., & Wagenmakers, E.-J. (2016). Sequential sampling models in cognitive neuroscience: Advantages, applications, and extensions. Annual Review of Psychology, 67(1), 641666. DOI: 10.1146/annurev-psych-122414-033645
  7. 7Givon, E., Berkovich, R., Oz-Cohen, E., Rubinstein, K., Singer-Landau, E., Udelsman-Danieli, G., & Meiran, N. (2023). Are women truly “more emotional” than men? Sex differences in an indirect model-based measure of emotional feelings. Current Psychology, 42, 3246932482. DOI: 10.1007/s12144-022-04227-z
  8. 8Lin, Y.-S., & Strickland, L. (2020). Evidence accumulation models with R: A practical guide to hierarchical Bayesian methods. The Quantitative Methods for Psychology, 16(2), 133153. DOI: 10.20982/tqmp.16.2.p133
  9. 9Macmillan, N. A., & Creelman, C. D. (2004). Detection theory: A user’s guide. Psychology Press. DOI: 10.4324/9781410611147
  10. 10Pleskac, T. J., Yu, S., Hopwood, C., & Liu, T. (2019). Mechanisms of deliberation during preferential choice: Perspectives from computational modeling and individual differences. Decision (Washington, D.C.), 6(1), 77107. DOI: 10.1037/dec0000092
  11. 11Pooley, C. M., & Marion, G. (2018). Bayesian model evidence as a practical alternative to deviance information criterion. Royal Society Open Science, 5(3), 171519. DOI: 10.1098/rsos.171519
  12. 12Ratcliff, R., & McKoon, G. (2008). The Diffusion Decision model: Theory and data for two-choice decision tasks. Neural Computation, 20(4), 873922. DOI: 10.1162/neco.2008.12-06-420
  13. 13Ratcliff, R., & Smith, P. L. (2004). A comparison of sequential sampling models for two-choice reaction time. Psychological Review, 111(2), 333367. DOI: 10.1037/0033-295X.111.2.333
  14. 14R Core Team. (2020). R: A language and environment for statistical computing [Computer software]. R Foundation for Statistical Computing. https://alexd106.github.io/Rbook/
  15. 15Schubert, A.-L., & Frischkorn, G. T. (2020). Neurocognitive Psychometrics of Intelligence: How Measurement Advancements Unveiled the Role of Mental Speed in Intelligence Differences. Current Directions in Psychological Science, 29(2), 140146. DOI: 10.1177/0963721419896365
  16. 16Spiegelhalter, D. J., Best, N. G., Carlin, B. P., & van der Linde, A. (2014). The deviance information criterion: 12 years on. Journal of the Royal Statistical Society, 76(3), 485493. DOI: 10.1111/rssb.12062
  17. 17Sripada, C., & Weigard, A. (2021). Impaired evidence accumulation as a transdiagnostic vulnerability factor in psychopathology. Frontiers in Psychiatry, 12. DOI: 10.3389/fpsyt.2021.627179
  18. 18van Maanen, L., & Miletić, S. (2021). The interpretation of behavior-model correlations in unidentified cognitive models. Psychonomic Bulletin & Review, 28(2), 374383. DOI: 10.3758/s13423-020-01783-y
DOI: https://doi.org/10.5334/joc.394 | Journal eISSN: 2514-4820
Language: English
Submitted on: Dec 27, 2023
Accepted on: Aug 7, 2024
Published on: Aug 16, 2024
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2024 Rotem Berkovich, Nachshon Meiran, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.