Exploring Approaches for Estimating Parameters in Cognitive Diagnosis Models with Small Sample Sizes
- Sorrel, Miguel A. 2
- Escudero, Scarlett 3
- Nájera, Pablo 2
- Kreitchmann, Rodrigo S. 1
- Vázquez-Lira, Ramsés 3
- 1 School of Science and Technology, IE University, 28006 Madrid, Spain
- 2 Department of Social Psychology and Methodology, Autonomous University of Madrid, 28049 Madrid, Spain
- 3 Faculty of Psychology, National Autonomous University of Mexico, Mexico City 04510, Mexico
ISSN: 2624-8611
Año de publicación: 2023
Volumen: 5
Número: 2
Páginas: 336-349
Tipo: Artículo
Otras publicaciones en: Psych
Información de financiación
Financiadores
-
Consejería de Ciencia, Universidades e Innovación of Comunidad de Madrid, Spain
- SI3/PJI/2021-00258
Referencias bibliográficas
- Ren, (2021), Front. Psychol., 12, pp. 628607, 10.3389/fpsyg.2021.628607
- Sorrel, (2017), Appl. Psychol. Meas., 41, pp. 614, 10.1177/0146621617707510
- Tan, (2022), Prev. Sci., 24, pp. 480, 10.1007/s11121-022-01346-8
- Templin, (2006), Psychol. Methods, 11, pp. 287, 10.1037/1082-989X.11.3.287
- Chen, (2013), Appl. Psychol. Meas., 37, pp. 419, 10.1177/0146621613479818
- Ravand, (2020), Int. J. Test., 20, pp. 24, 10.1080/15305058.2019.1588278
- Shi, (2021), Psych, 3, pp. 812, 10.3390/psych3040052
- Sessoms, (2018), Measurement, 16, pp. 1
- Junker, (2001), Appl. Psychol. Meas., 25, pp. 258, 10.1177/01466210122032064
- Tatsuoka, (2002), J. R. Stat. Soc. Ser. C Appl. Stat., 51, pp. 337, 10.1111/1467-9876.00272
- (2011), Psychometrika, 76, pp. 179, 10.1007/s11336-011-9207-7
- Sorrel, (2021), Appl. Psychol. Meas., 45, pp. 112, 10.1177/0146621620977682
- Minchen, (2014), Psicol. Educ., 20, pp. 89, 10.1016/j.pse.2014.11.001
- Wu, (2019), Educ. Psychol. (Lond.), 39, pp. 1218, 10.1080/01443410.2018.1494819
- Sanz, S., Kreitchmann, R.S., Nájera, P., Moreno, J.D., Martínez-Huertas, J.A., and Sorrel, M.A. (Psicol. Educ., 2023). FoCo: A Shiny app for formative assessment using cognitive diagnosis modeling, Psicol. Educ., in press.
- Li, (2016), Educ. Psychol. Meas., 76, pp. 181, 10.1177/0013164415588946
- Sun, (2013), Int. J. Inf. Educ. Technol., 3, pp. 607
- Ma, (2020), J. Stat. Softw., 93, pp. 1, 10.18637/jss.v093.i14
- Ma, W., and de la Torre, J. (2023, March 01). GDINA: The Generalized DINA Model Framework. R Package Version 2.9.3. Available online: https://CRAN.R-project.org/package=GDINA.
- George, (2016), J. Stat. Softw., 74, pp. 1, 10.18637/jss.v074.i02
- Robitzsch, A., Kiefer, T., George, A.C., and Ünlü, A. (2023, March 01). CDM: Cognitive Diagnosis Modeling. R Package Version 8.2-6. Available online: https://CRAN.R-project.org/package=CDM.
- Abad, (2021), Front. Psychol., 12, pp. 614470, 10.3389/fpsyg.2021.614470
- Nájera, P., Sorrel, M.A., and Abad, F.J. (2023, March 30). cdmTools: Useful Tools for Cognitive Diagnosis Modeling. R Package Version 1.0.3. Available online: https://github.com/Pablo-Najera/cdmTools.
- Sorrel, (2021), Psych, 3, pp. 386, 10.3390/psych3030028
- Kreitchmann, R.S., de la Torre, J., Sorrel, M.A., Nájera, P., and Abad, F.J. (Behav. Res. Methods, 2022). Improving reliability estimation in cognitive diagnosis modeling, Behav. Res. Methods, in press.
- Yamaguchi, (2023), Behaviormetrika, 50, pp. 399, 10.1007/s41237-022-00187-7
- Culpepper, (2015), J. Educ. Behav. Stat., 40, pp. 454, 10.3102/1076998615595403
- Culpepper, (2018), Appl. Psychol. Meas., 42, pp. 99, 10.1177/0146621617707511
- Cassey, (2018), Psychon. Bull. Rev., 25, pp. 143, 10.3758/s13423-016-1015-8
- Metropolis, (1953), J. Chem. Phys., 21, pp. 1087, 10.1063/1.1699114
- Kruschke, J.K. (2015). Doing Bayesian Data Analysis: A Tutorial with R, JAGS, and Stan, Academic Press. [2nd ed.].
- Plummer, M. (2023, March 01). JAGS Version 4.3.1 User Manual. Available online: http://sourceforge.net/projects/mcmc-jags/.
- Stan Development Team (2023, March 01). Stan Modeling Language Users Guide and Reference Manual, Version 2.32. Available online: https://mc-stan.org/users/documentation/.
- Ma, (2021), Appl. Psychol. Meas., 45, pp. 95, 10.1177/0146621620977681
- Chiu, (2013), J. Classif., 30, pp. 225, 10.1007/s00357-013-9132-9
- Nájera, P., Abad, F.J., Chiu, C.-Y., and Sorrel, M.A. (J. Educ. Behav. Stat., 2023). A comprehensive cognitive diagnostic method for classroom-level assessments, J. Educ. Behav. Stat., in press.
- Chiu, (2018), Psychometrika, 83, pp. 355, 10.1007/s11336-017-9595-4
- Paulsen, (2022), J. Exp. Educ., 90, pp. 916, 10.1080/00220973.2021.1891008
- R Core Team (2023, March 01). R: A Language and Environment for Statistical Computing. Available online: https://www.R-project.org/.
- Sen, (2020), Appl. Psychol. Meas., 44, pp. 150, 10.1177/0146621619843822
- Rupp, (2018), Measurement, 16, pp. 71
- (2009), J. Educ. Behav. Stat., 34, pp. 115, 10.3102/1076998607309474
- Su, Y.-S., and Yajima, M. (2023, March 01). R2jags: Using R to Run “JAGS”. R Package Version 0.5-7. Available online: http://CRAN.R-project.org/package=R2jags.
- Zhan, (2019), J. Educ. Behav. Stat., 44, pp. 473, 10.3102/1076998619826040
- Lee, S.Y. (2023, March 01). DINA Model with Independent Attributes. Available online: http://mc-stan.org/documentation/case-studies/dina_independent.html.
- Stan Development Team (2023, March 01). RStan: The R Interface to Stan. R Package Version 2.21.8. Available online: https://mc-stan.org/.
- Zheng, Y., and Chiu, C. (2023, March 01). NPCD: Nonparametric Methods for Cognitive Diagnosis. R Package Version 1.0-11. Available online: https://CRAN.R-project.org/package=NPCD.
- Gu, (2019), Psychometrika, 84, pp. 468, 10.1007/s11336-018-9619-8
- Sorrel, (2017), Methodology, 13, pp. 39, 10.1027/1614-2241/a000131
- Chen, (2013), J. Educ. Meas., 50, pp. 123, 10.1111/j.1745-3984.2012.00185.x
- DeCarlo, (2011), Appl. Psychol. Meas., 35, pp. 8, 10.1177/0146621610377081
- Iaconangelo, C. (2017). Uses of Classification Error Probabilities in the Three-Step Approach to Estimating Cognitive Diagnosis Models. [Ph.D. Thesis, Rutgers University].
- Jiang, (2018), Behav. Res. Methods, 51, pp. 651, 10.3758/s13428-018-1069-9
- Yamaguchi, (2022), J. Classif., 39, pp. 24, 10.1007/s00357-021-09392-7