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GenericML

Generic Machine Learning Inference

v0.2.2 · Jun 18, 2022 · GPL (>= 3)

Description

Generic Machine Learning Inference on heterogeneous treatment effects in randomized experiments as proposed in Chernozhukov, Demirer, Duflo and Fernández-Val (2020) <arXiv:1712.04802>. This package's workhorse is the 'mlr3' framework of Lang et al. (2019) <doi:10.21105/joss.01903>, which enables the specification of a wide variety of machine learners. The main functionality, GenericML(), runs Algorithm 1 in Chernozhukov, Demirer, Duflo and Fernández-Val (2020) <arXiv:1712.04802> for a suite of user-specified machine learners. All steps in the algorithm are customizable via setup functions. Methods for printing and plotting are available for objects returned by GenericML(). Parallel computing is supported.

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r-devel-linux-x86_64-debian-gcc NOTE
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
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r-release-windows-x86_64 OK
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NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Max Welz <welz@ese.eur.nl>’

Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.

The Description field contains
  and Fernández-Val (2020) <arXiv:1712.04802>. This package's workhorse
  <arXiv:1712.04802> for a suite of user-specified machine learners. All
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Max Welz <welz@ese.eur.nl>’

Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.

The Description field contains
  and Fernández-Val (2020) <arXiv:1712.04802>. This package's workhorse
  <arXiv:1712.04802> for a suite of user-specified machine learners. All
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
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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OK r-oldrel-macos-arm64

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OK r-oldrel-macos-x86_64

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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-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Max Welz <welz@ese.eur.nl>’

Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.

The Description field contains
  and Fernández-Val (2020) <arXiv:1712.04802>. This package's workhorse
  <arXiv:1712.04802> for a suite of user-specified machine learners. All
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Max Welz <welz@ese.eur.nl>’

Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.

The Description field contains
  and Fernández-Val (2020) <arXiv:1712.04802>. This package's workhorse
  <arXiv:1712.04802> for a suite of user-specified machine learners. All
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Dependency Network

Dependencies Reverse dependencies ggplot2 mlr3 mlr3learners sandwich lmtest splitstackshape abind GenericML

Version History

new 0.2.2 Mar 9, 2026