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DoubleML

Double Machine Learning in R

v1.0.2 · Apr 11, 2025 · MIT + file LICENSE

Description

Implementation of the double/debiased machine learning framework of Chernozhukov et al. (2018) <doi:10.1111/ectj.12097> for partially linear regression models, partially linear instrumental variable regression models, interactive regression models and interactive instrumental variable regression models. 'DoubleML' allows estimation of the nuisance parts in these models by machine learning methods and computation of the Neyman orthogonal score functions. 'DoubleML' is built on top of 'mlr3' and the 'mlr3' ecosystem. The object-oriented implementation of 'DoubleML' based on the 'R6' package is very flexible. More information available in the publication in the Journal of Statistical Software: <doi:10.18637/jss.v108.i03>.

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CRAN Check Status

14 OK
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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 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 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 4, 2026
ERROR 13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 3, 2026
ERROR r-devel-linux-x86_64-fedora-clang

re-building of vignette outputs

Error(s) in re-building vignettes:
--- re-building ‘Introduction_to_DoubleML.Rmd’ using rmarkdown
--- finished re-building ‘Introduction_to_DoubleML.Rmd’

--- re-building ‘getstarted.Rmd’ using rmarkdown

Quitting from getstarted.Rmd:38-53 [unnamed-c
...[truncated]...
at'
--- failed re-building ‘getstarted.Rmd’

--- re-building ‘install.Rmd’ using rmarkdown
--- finished re-building ‘install.Rmd’

SUMMARY: processing the following file failed:
  ‘getstarted.Rmd’

Error: Vignette re-building failed.
Execution halted
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Reverse Dependencies (4)

imports

suggests

Dependency Network

Dependencies Reverse dependencies R6 data.table checkmate mlr3 mlr3tuning mvtnorm clusterGeneration readstata13 mlr3learners mlr3misc HetSeq PartialTL drape gKRLS DoubleML

Version History

new 1.0.2 Mar 10, 2026
updated 1.0.2 ← 1.0.1 diff Apr 10, 2025
updated 1.0.1 ← 1.0.0 diff Jun 4, 2024
updated 1.0.0 ← 0.5.3 diff Feb 14, 2024
updated 0.5.3 ← 0.5.2 diff Mar 30, 2023
updated 0.5.2 ← 0.5.1 diff Nov 23, 2022
updated 0.5.1 ← 0.5.0 diff Aug 18, 2022
updated 0.5.0 ← 0.4.1 diff Jun 13, 2022
updated 0.4.1 ← 0.4.0 diff Oct 25, 2021
updated 0.4.0 ← 0.3.1 diff Oct 13, 2021
updated 0.3.1 ← 0.3.0 diff Aug 1, 2021
updated 0.3.0 ← 0.2.1 diff Jun 3, 2021
updated 0.2.1 ← 0.2.0 diff Mar 13, 2021
updated 0.2.0 ← 0.1.2 diff Mar 4, 2021
updated 0.1.2 ← 0.1.1 diff Jan 24, 2021
new 0.1.1 Dec 15, 2020