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: | 3.6.0 |
| Depends: | R (≥ 3.5.0) |
| Imports: | rlang,Matrix,Rcpp (≥ 0.12.12),Andromeda,dplyr, methods,survival,tidyr,bit,bit64 |
| LinkingTo: | Rcpp,RcppEigen (≥ 0.3.2) |
| Suggests: | testthat,readr,MASS,gnm,ggplot2,microbenchmark,cmprsk,boot,rsample |
| Published: | 2025-07-18 |
| DOI: | 10.32614/CRAN.package.Cyclops |
| Author: | Marc A. Suchard [aut, cre], Martijn J. Schuemie [aut], Trevor R. Shaddox [aut], Yuxi Tian [aut], Jianxiao Yang [aut], Eric Kawaguchi [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.html ,Cyclops.pdf |
| Package source: | Cyclops_3.6.0.tar.gz |
| Windows binaries: | r-devel:Cyclops_3.6.0.zip, r-release:Cyclops_3.6.0.zip, r-oldrel:Cyclops_3.6.0.zip |
| macOS binaries: | r-release (arm64):Cyclops_3.6.0.tgz, r-oldrel (arm64):Cyclops_3.6.0.tgz, r-release (x86_64):Cyclops_3.6.0.tgz, r-oldrel (x86_64):Cyclops_3.6.0.tgz |
| Old sources: | Cyclops archive |
| Reverse depends: | BrokenAdaptiveRidge,IterativeHardThresholding,SelfControlledCaseSeries |
| Reverse imports: | EvidenceSynthesis,PatientLevelPrediction |
| Reverse suggests: | EmpiricalCalibration |
Please use the canonical formhttps://CRAN.R-project.org/package=Cyclopsto link to this page.