This model fitting tool incorporates cyclic coordinate descent and majorization-minimization approaches to fit a variety of regression models found in large-scale observational healthcare data. Implementations focus on computational optimization and fine-scale parallelization to yield efficient inference in massive datasets.

Documentation

Manual: Cyclops.pdf
Vignette: None available.

Maintainer: Marc A. Suchard <msuchard at ucla.edu>

Author(s): Marc A. Suchard*, Martijn J. Schuemie*, Trevor R. Shaddox*

Install package and any missing dependencies by running this line in your R console:

install.packages("Cyclops")

Depends R (>= 3.1.0)
Imports Matrix, Rcpp(>=0.12.4), bit, ff, ffbase, RcppParallel, methods
Suggests testthat, survival, gnm, ggplot2
Enhances
Linking to Rcpp, BH(>=1.51.0), RcppEigen(>=0.3.2), RcppParallel
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Package Cyclops
Materials
URL https://github.com/ohdsi/cyclops
Task Views Survival
Version 1.2.2
Published 2016-10-06
License Apache License 2.0
BugReports https://github.com/ohdsi/cyclops/issues
SystemRequirements
NeedsCompilation yes
Citation
CRAN checks Cyclops check results
Package source Cyclops_1.2.2.tar.gz