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. Please see: Suchard, Simpson, Zorych, Ryan and Madigan (2013) <doi:10.1145/2414416.2414791>.
| Version: | 1.3.4 |
| Depends: | R (≥ 3.1.0) |
| Imports: | Matrix, Rcpp (≥ 0.12.4), bit, ff, ffbase, RcppParallel, methods, survival, MASS |
| LinkingTo: | Rcpp, BH (≥ 1.51.0), RcppEigen (≥ 0.3.2), RcppParallel |
| Suggests: | testthat, gnm, ggplot2, microbenchmark |
| Published: | 2018-06-15 |
| Author: | Marc A. Suchard [aut, cre], Martijn J. Schuemie [aut], Trevor R. Shaddox [aut], Yuxi Tian [aut], Sushil Mittal [ctb], Observational Health Data Sciences and Informatics [cph], Marcus Geelnard [cph, ctb] (provided the TinyThread library), Rutgers University [cph, ctb] (provided the HParSearch routine), R Development Core Team [cph, ctb] (provided the ZeroIn routine) |
| Maintainer: | Marc A. Suchard <msuchard at ucla.edu> |
| BugReports: | https://github.com/ohdsi/cyclops/issues |
| License: | Apache License 2.0 |
| URL: | https://github.com/ohdsi/cyclops |
| NeedsCompilation: | yes |
| Citation: | Cyclops citation info |
| Materials: | README NEWS |
| In views: | Survival |
| CRAN checks: | Cyclops results |
| Reference manual: | Cyclops.pdf |
| Package source: | Cyclops_1.3.4.tar.gz |
| Windows binaries: | r-devel: Cyclops_1.3.4.zip, r-release: Cyclops_1.3.4.zip, r-oldrel: Cyclops_1.3.4.zip |
| OS X binaries: | r-release: Cyclops_1.3.4.tgz, r-oldrel: Cyclops_1.3.4.tgz |
| Old sources: | Cyclops archive |
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