Massive Parallelization of Serial Inference Algorithms for a Complex Generalized Linear Model

@article{Suchard2013MassivePO,
  title={Massive Parallelization of Serial Inference Algorithms for a Complex Generalized Linear Model},
  author={M. Suchard and Shawn E. Simpson and Ivan Zorych and P. Ryan and D. Madigan},
  journal={ACM transactions on modeling and computer simulation : a publication of the Association for Computing Machinery},
  year={2013},
  volume={23 1}
}
  • M. Suchard, Shawn E. Simpson, +2 authors D. Madigan
  • Published 2013
  • Computer Science, Medicine, Mathematics
  • ACM transactions on modeling and computer simulation : a publication of the Association for Computing Machinery
  • Following a series of high-profile drug safety disasters in recent years, many countries are redoubling their efforts to ensure the safety of licensed medical products. Large-scale observational databases such as claims databases or electronic health record systems are attracting particular attention in this regard, but present significant methodological and computational concerns. In this article we show how high-performance statistical computation, including graphics processing units… CONTINUE READING
    59 Citations
    GPU-Powered Shotgun Stochastic Search for Dirichlet Process Mixtures of Gaussian Graphical Models
    • C. Mukherjee, A. Rodríguez
    • Computer Science, Medicine
    • Journal of computational and graphical statistics : a joint publication of American Statistical Association, Institute of Mathematical Statistics, Interface Foundation of North America
    • 2016
    • 6
    Large-scale parametric survival analysis.
    • 13
    • PDF
    Scalable Algorithms for Large Competing Risks Data.
    • PDF
    Distributed coordinate descent for generalized linear models with regularization
    • 3
    • PDF
    Multiple self-controlled case series for large-scale longitudinal observational databases.
    • 41
    The Factorized Self-Controlled Case Series Method: An Approach for Estimating the Effects of Many Drugs on Many Outcomes
    • 8
    • PDF

    References

    SHOWING 1-2 OF 2 REFERENCES
    Genome-wide association analysis by lasso penalized logistic regression
    • 630
    • Highly Influential
    • PDF
    L1‐regularization path algorithm for generalized linear models
    • 560
    • Highly Influential
    • PDF