572
Views
2
CrossRef citations to date
0
Altmetric
Research Article

Reliable Trees: Reliability Informed Recursive Partitioning for Psychological Data

ORCID Icon &

References

  • Birmaher, B., Ryan, N. D., Williamson, D. E., Brent, D. A., Kaufman, J., Dahl, R. E., Perel, J., & Nelson, B. (1996). Childhood and adolescent depression: A review of the past 10 years. Journal of the American Academy of Child & Adolescent Psychiatry, 35(11), 1427–1439. doi:10.1097/00004583-199611000-00011
  • Breiman, L. (1996). Bagging predictors. Machine Learning, 24(2), 123–140. doi:10.1007/BF00058655
  • Breiman, L. (2001). Random forests. Machine Learning, 45(1), 5–32. doi:10.1023/A:1010933404324
  • Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (1984). Classification and regression trees. Wadsworth. 10.1201/9781315139470
  • Center for Human Resource Research. (2004). A guide to the 1979–2002 National Longitudinal Survey of Youth. U.S. Department of Labor, Bureau of Labor Statistics.
  • Cronbach, L. J. (1951). Coefficient alpha and the internal structure of tests. Psychometrika, 16(3), 297–333. doi:10.1007/BF02310555
  • Grimm, K. J., Fine, K., & Stegmann, G. (in press). Accounting for standard errors of measurement when modeling change. International Journal of Behavioral Development.
  • Grubinger, T., Zeileis, A., & Pfeiffer, K. P. (2014). evtree: Evolutionary learning of globally optimal classification and regression trees in R. Journal of Statistical Software, 61(1), 29. doi:10.18637/jss.v061.i01
  • Hothorn, T., Hornik, K., & Zeileis, A. (2006). Unbiased recursive partitioning: a conditional inference framework. Journal of Computational and Graphical Statistics, 15(3), 651–674. doi:10.1198/106186006X133933
  • Jacobucci, R. (2018, September 18). Decision tree stability and its effect on interpretation. osf.io/m5p2v
  • Jacobucci, R., & Grimm, K. J. (in press). Machine learning and psychological research: The unexplored effect of measurement. Perspectives on Psychological Science.
  • McDonald, R. P. (1999). Test theory: A unified treatment. Lawrence Erlbaum. 10.4324/9781410601087
  • McNeish, D. (2018). Thanks coefficient alpha, we’ll take it from here. Psychological Methods, 23(3), 412–433. doi:10.1037/met0000144
  • Morgan, J. N., & Sonquist, J. A. (1963). Problems in the analysis of survey data, and a proposal. Journal of the American Statistical Association, 58(302), 415–434. doi:10.1080/01621459.1963.10500855
  • Muthén, B., &Asparouhov, T. (2002). Latent variable analysis with categorical outcomes: Multiple-group and growth modeling in Mplus. Mplus Web Notes No. 4. https://www.statmodel.com/download/webnotes/CatMGLong.pdf
  • R Core Team. (2018). R: A language and environment for statistical computing [Computer software manual]. http://www.R-project.org/
  • Shadish, W. R., & Haddock, C. K. (1994). Combining estimates of effect size. In H. Cooper & L. V. Hedges (Eds.), The handbook of research synthesis (pp. 261–282). Russell Sage Foundation.
  • Sinharay, S. (2010). How often do subscores have added value? Results from operational and simulated data. Journal of Educational Measurement, 47(2), 150–174. doi:10.1111/j.1745-3984.2010.00106.x
  • Therneau, T. M., Atkinson, E. J., & Ripley, B. (2015). CART: Recursive partitioning and regression trees. http://CRAN.R-project.org/package=CART

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.