Repository for Comparing the Accuracy of Three Predictive Information Criteria for Bayesian Linear Multilevel Model Selection

• run_CC/ contains scripts that ran the simulation on the Compute Canada's Beluga cluster
• studyX contains all data and code for studies 1 and 2. Within:
  • data/ contains the raw data from each (144) simulation cells and scripts to parse these data.
    • raw_data/ contains the raw .rds files
    • conds_with_var.csv is the design matrix.
    • fits_summary.rds is the summarized output from raw_data/, parsed using parse_output_nested.R
  • figs/ contains figures generated by main.R. Should be self-explanatory.
  • out/ contains output generated by main.R. Should be self-explanatory.
  • mainX contains the R code to analyze the data.
• supplemental contains supplemental analyses, such as the scripts and results from the small parameter recovery study ran to confirm that simulated data was correct. See main text for more information.
• customcodeexamples contains custom stan code to illustrate conditional and marginal estimation of MLMs

For any comments or questions, contact seandamiandevine@gmail.com