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ranger

A Fast Implementation of Random Forests

v0.18.0 · Jan 16, 2026 · GPL-3

Description

A fast implementation of Random Forests, particularly suited for high dimensional data. Ensembles of classification, regression, survival and probability prediction trees are supported. Data from genome-wide association studies can be analyzed efficiently. In addition to data frames, datasets of class 'gwaa.data' (R package 'GenABEL') and 'dgCMatrix' (R package 'Matrix') can be directly analyzed.

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CRAN Check Status

13 OK
Show all 13 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-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
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 History

OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 19, 2026
WARNING 12 OK · 0 NOTE · 1 WARNING · 0 ERROR · 0 FAILURE Jun 17, 2026
WARNING r-oldrel-windows-x86_64

for unstated dependencies in ‘tests’

Warning: unable to access index for repository https://bioconductor.org/packages/3.22/bioc/src/contrib:
  cannot open URL 'https://bioconductor.org/packages/3.22/bioc/src/contrib/PACKAGES'
Warning: unable to access index for repository https://biocon
...[truncated]...
2/data/annotation/src/contrib/PACKAGES'
Warning: unable to access index for repository https://bioconductor.org/packages/3.22/data/experiment/src/contrib:
  cannot open URL 'https://bioconductor.org/packages/3.22/data/experiment/src/contrib/PACKAGES'
OK 12 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 25, 2026
NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 22, 2026
NOTE r-oldrel-macos-arm64

installed package size

installed size is  8.0Mb
  sub-directories of 1Mb or more:
    libs   7.7Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is  8.1Mb
  sub-directories of 1Mb or more:
    libs   7.8Mb
ERROR 11 OK · 2 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 18, 2026
ERROR r-devel-windows-x86_64

whether package can be installed

Installation failed.
See 'd:/Rcompile/CRANpkg/local/4.6/ranger.Rcheck/00install.out' for details.
NOTE r-oldrel-macos-arm64

installed package size

installed size is  8.0Mb
  sub-directories of 1Mb or more:
    libs   7.7Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is  8.1Mb
  sub-directories of 1Mb or more:
    libs   7.8Mb
NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-oldrel-macos-arm64

installed package size

installed size is  8.0Mb
  sub-directories of 1Mb or more:
    libs   7.7Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is  8.1Mb
  sub-directories of 1Mb or more:
    libs   7.8Mb

Code

Code metrics have not been computed for this package yet.

Reverse Dependencies (255)

Dependency Network

Dependencies Reverse dependencies Rcpp Matrix ClassificationEnsembles LogisticEnsembles OptHoldoutSize PKLMtest RfEmpImp SPARRAfairness causalweight multimedia tuneRanger ADAPTS AmpGram AmyloGram AnimalSequences AntsNet C443 +240 more reverse deps ranger

Version History

23 tracked
new 0.18.0 Mar 10, 2026
updated 0.18.0 ← 0.17.0 diff Jan 15, 2026
updated 0.17.0 ← 0.16.0 diff Nov 7, 2024
updated 0.16.0 ← 0.15.1 diff Nov 11, 2023
updated 0.15.1 ← 0.14.1 diff Apr 2, 2023
updated 0.14.1 ← 0.13.1 diff Jun 17, 2022
updated 0.13.1 ← 0.12.1 diff Jul 13, 2021
updated 0.12.1 ← 0.12.0 diff Jan 9, 2020
updated 0.12.0 ← 0.11.2 diff Jan 8, 2020
updated 0.11.2 ← 0.11.1 diff Mar 6, 2019
updated 0.11.1 ← 0.11.0 diff Jan 23, 2019
updated 0.11.0 ← 0.10.1 diff Jan 20, 2019
updated 0.10.1 ← 0.10.0 diff Jun 3, 2018
updated 0.10.0 ← 0.9.0 diff May 28, 2018
updated 0.9.0 ← 0.8.0 diff Jan 8, 2018