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  • 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 ([email protected]) 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.