Description
An implementation of the Ordered Forest estimator as developed in Lechner & Okasa (2019) <arXiv:1907.02436>. The Ordered Forest flexibly estimates the conditional probabilities of models with ordered categorical outcomes (so-called ordered choice models). Additionally to common machine learning algorithms the 'orf' package provides functions for estimating marginal effects as well as statistical inference thereof and thus provides similar output as in standard econometric models for ordered choice. The core forest algorithm relies on the fast C++ forest implementation from the 'ranger' package (Wright & Ziegler, 2017) <arXiv:1508.04409>.
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| Flavor | Status |
|---|---|
| r-devel-linux-x86_64-debian-clang | NOTE |
| r-devel-linux-x86_64-debian-gcc | NOTE |
| r-devel-linux-x86_64-fedora-clang | NOTE |
| r-devel-linux-x86_64-fedora-gcc | NOTE |
| r-devel-windows-x86_64 | NOTE |
| r-oldrel-macos-arm64 | NOTE |
| r-oldrel-macos-x86_64 | NOTE |
| r-oldrel-windows-x86_64 | NOTE |
| r-patched-linux-x86_64 | NOTE |
| r-release-linux-x86_64 | NOTE |
| r-release-macos-arm64 | NOTE |
| r-release-macos-x86_64 | NOTE |
| r-release-windows-x86_64 | NOTE |
Check details (15 non-OK)
NOTE
r-devel-linux-x86_64-debian-clang
CRAN incoming feasibility
Maintainer: ‘Gabriel Okasa <okasa.gabriel@gmail.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Gabriel",
family = "Okasa",
role = c("aut", "cre"),
email = "okasa.gabriel@gmail.com"),
person(given = "Michael",
family = "Lechner",
role = "ctb"))
as necessary.
Package CITATION file contains call(s) to old-style personList() or
as.personList(). Please use c() on person objects instead.
Package CITATION file contains call(s) to old-style citEntry(). Please
use bibentry() instead.
The Description field contains
Lechner & Okasa (2019) <arXiv:1907.02436>. The Ordered Forest flexibly
2017) <arXiv:1508.04409>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE
r-devel-linux-x86_64-debian-clang
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-devel-linux-x86_64-debian-gcc
CRAN incoming feasibility
Maintainer: ‘Gabriel Okasa <okasa.gabriel@gmail.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Gabriel",
family = "Okasa",
role = c("aut", "cre"),
email = "okasa.gabriel@gmail.com"),
person(given = "Michael",
family = "Lechner",
role = "ctb"))
as necessary.
Package CITATION file contains call(s) to old-style personList() or
as.personList(). Please use c() on person objects instead.
Package CITATION file contains call(s) to old-style citEntry(). Please
use bibentry() instead.
The Description field contains
Lechner & Okasa (2019) <arXiv:1907.02436>. The Ordered Forest flexibly
2017) <arXiv:1508.04409>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE
r-devel-linux-x86_64-debian-gcc
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-devel-linux-x86_64-fedora-clang
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-devel-linux-x86_64-fedora-gcc
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-devel-windows-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-oldrel-macos-arm64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-oldrel-macos-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-oldrel-windows-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-patched-linux-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-linux-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-macos-arm64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-macos-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-windows-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
Check History
NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 22, 2026
NOTE
r-devel-linux-x86_64-debian-clang
CRAN incoming feasibility
Maintainer: ‘Gabriel Okasa <okasa.gabriel@gmail.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Gabriel",
family = "Okasa",
role = c("aut", "cre"),
...[truncated]...
. Please
use bibentry() instead.
The Description field contains
Lechner & Okasa (2019) <arXiv:1907.02436>. The Ordered Forest flexibly
2017) <arXiv:1508.04409>.
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: ‘Gabriel Okasa <okasa.gabriel@gmail.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Gabriel",
family = "Okasa",
role = c("aut", "cre"),
...[truncated]...
. Please
use bibentry() instead.
The Description field contains
Lechner & Okasa (2019) <arXiv:1907.02436>. The Ordered Forest flexibly
2017) <arXiv:1508.04409>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE
r-devel-linux-x86_64-fedora-clang
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-devel-linux-x86_64-fedora-gcc
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-devel-macos-arm64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-devel-windows-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-patched-linux-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-linux-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-macos-arm64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-macos-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-windows-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-oldrel-macos-arm64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-oldrel-macos-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-oldrel-windows-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
ERROR 0 OK · 13 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 18, 2026
NOTE
r-devel-linux-x86_64-debian-clang
CRAN incoming feasibility
Maintainer: ‘Gabriel Okasa <okasa.gabriel@gmail.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Gabriel",
family = "Okasa",
role = c("aut", "cre"),
...[truncated]...
. Please
use bibentry() instead.
The Description field contains
Lechner & Okasa (2019) <arXiv:1907.02436>. The Ordered Forest flexibly
2017) <arXiv:1508.04409>.
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: ‘Gabriel Okasa <okasa.gabriel@gmail.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Gabriel",
family = "Okasa",
role = c("aut", "cre"),
...[truncated]...
. Please
use bibentry() instead.
The Description field contains
Lechner & Okasa (2019) <arXiv:1907.02436>. The Ordered Forest flexibly
2017) <arXiv:1508.04409>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE
r-devel-linux-x86_64-fedora-clang
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-devel-linux-x86_64-fedora-gcc
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-devel-macos-arm64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
ERROR
r-devel-windows-x86_64
whether package can be installed
Installation failed. See 'd:/Rcompile/CRANpkg/local/4.6/orf.Rcheck/00install.out' for details.
NOTE
r-patched-linux-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-linux-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-macos-arm64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-macos-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-windows-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-oldrel-macos-arm64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-oldrel-macos-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-oldrel-windows-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE
r-devel-linux-x86_64-debian-clang
CRAN incoming feasibility
Maintainer: ‘Gabriel Okasa <okasa.gabriel@gmail.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Gabriel",
family = "Okasa",
role = c("aut", "cre"),
...[truncated]...
. Please
use bibentry() instead.
The Description field contains
Lechner & Okasa (2019) <arXiv:1907.02436>. The Ordered Forest flexibly
2017) <arXiv:1508.04409>.
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: ‘Gabriel Okasa <okasa.gabriel@gmail.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Gabriel",
family = "Okasa",
role = c("aut", "cre"),
...[truncated]...
. Please
use bibentry() instead.
The Description field contains
Lechner & Okasa (2019) <arXiv:1907.02436>. The Ordered Forest flexibly
2017) <arXiv:1508.04409>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE
r-devel-linux-x86_64-fedora-clang
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-devel-linux-x86_64-fedora-gcc
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-devel-macos-arm64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-devel-windows-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-patched-linux-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-linux-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-macos-arm64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-macos-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-release-windows-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-oldrel-macos-arm64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-oldrel-macos-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^
NOTE
r-oldrel-windows-x86_64
Rd files
checkRd: (-1) orf.Rd:74: Lost braces
74 | matrix of covariates \code{X} and a vector of outcomes 'code{Y} to the \code{orf}
| ^