• Organization

  • There are for directories that correspond to a subsection in the experiments section of the paper: blasso (Bayesian lasso), lme (linear mixed-effects model), logistic (logistic regression), and movie_lens (real data analysis using logistic regression and linear mixed-effects model).
  • Each directory has two sub directories: code, qsub.
  • Directory 'code' has files of all the R source code that was used in the analysis.
  • Directory 'qsub' has SGE files (.q) that were used to submit jobs on a SGE cluster.

• Citation If you use the code, then please cite the following paper:

  • Zhou, J., Khare, K., and Srivastava, S. (2021). Asynchronous and Distributed Data Augmentation for Massive Data Settings.

• Contact Please email Sanvesh Srivastava (sanvesh-srivastava@uiowa.edu) if you have any questions related to the code.

• Acknowledgment

  • Some code for MovieLens data analysis has been borrowed from Patrick O. Perry (http://ptrckprry.com/code/).
  • Please email us if you think that we have missed citations to your paper/work.