Education research using Stan
Tutorials
Case Studies
- Item Response Theory Models
- Binary
- Polytomous
- Cognitive Diagnosis Models
R packages
- edstan: Stan Models for Item Response Theory
- rstanarm: Bayesian Applied Regression Modeling via Stan
- rethinking: Statistical Rethinking course and book package
Publications
Education-related publications on Stan
Grant, R. L., Furr, D. C., Carpenter, B., & Gelman, A. (2016). Fitting Bayesian item response models in Stata and Stan. arXiv preprint arXiv:1601.03443. In press.
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Gelman, A., Lee, D., & Guo, J. (2015). Stan: A probabilistic programming language for Bayesian inference and optimization. Journal of Educational and Behavioral Statistics, 40, 530-543.
Education-related publications using Stan
Gale, J., Ooms, A., Grant, R., Paget, K., & Marks-Maran, D. (2016). Student nurse selection and predictability of academic success: The Multiple Mini Interview project. Nurse Education Today, 40, 123-127.
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Tan, J. Y. C. (2013). Mathematical modelling and statistical analysis of school-based student performance data (Doctoral dissertation). School of Mathematical Sciences, University of Adelaide, Adelaide, South Australia.
Books
McElreath, R. (2016). Statistical rethinking: A Bayesian course with examples in R and Stan (Vol. 122). CRC Press.
If you know further publications, please contact Sophia Rabe-Hesketh (sophiarh@berkeley.edu).