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Cyclops

Cyclic Coordinate Descent for Logistic, Poisson and Survival Analysis

v3.7.0 · Feb 27, 2026 · Apache License 2.0

Description

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>.

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CRAN Check Status

2 NOTE
12 OK
Show all 14 flavors
Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 NOTE
r-oldrel-macos-x86_64 NOTE
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
Check details (14 non-OK)
OK r-devel-linux-x86_64-debian-clang

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OK r-devel-linux-x86_64-debian-gcc

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OK r-devel-linux-x86_64-fedora-clang

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OK r-devel-linux-x86_64-fedora-gcc

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OK r-devel-macos-arm64

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OK r-devel-windows-x86_64

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NOTE r-oldrel-macos-arm64

installed package size

  installed size is 28.8Mb
  sub-directories of 1Mb or more:
    libs  28.0Mb
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is 31.5Mb
  sub-directories of 1Mb or more:
    libs  30.7Mb
OK r-oldrel-windows-x86_64

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OK r-patched-linux-x86_64

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OK r-release-linux-x86_64

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OK r-release-macos-arm64

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OK r-release-macos-x86_64

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OK r-release-windows-x86_64

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Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-oldrel-macos-arm64

installed package size

  installed size is 28.8Mb
  sub-directories of 1Mb or more:
    libs  28.0Mb
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is 31.5Mb
  sub-directories of 1Mb or more:
    libs  30.7Mb

Reverse Dependencies (6)

Dependency Network

Dependencies Reverse dependencies rlang Matrix Rcpp Andromeda dplyr survival tidyr bit bit64 BrokenAdaptiveRidge IterativeHardThresholding SelfControlledCaseSeries EvidenceSynthesis PatientLevelPrediction EmpiricalCalibration Cyclops

Version History

new 3.7.0 Mar 9, 2026