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nonlinearICP

Invariant Causal Prediction for Nonlinear Models

v0.1.2.1 · Jul 31, 2017 · GPL

Description

Performs 'nonlinear Invariant Causal Prediction' to estimate the causal parents of a given target variable from data collected in different experimental or environmental conditions, extending 'Invariant Causal Prediction' from Peters, Buehlmann and Meinshausen (2016), <arXiv:1501.01332>, to nonlinear settings. For more details, see C. Heinze-Deml, J. Peters and N. Meinshausen: 'Invariant Causal Prediction for Nonlinear Models', <arXiv:1706.08576>.

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CRAN incoming feasibility

Maintainer: ‘Christina Heinze-Deml <heinzedeml@stat.math.ethz.ch>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Christina",
                      family = "Heinze-Deml",
                      role = c("aut", "cre"),
                      email = "heinzedeml@stat.math.ethz.ch"),
               person(given = "Jonas",
                      family = "Peters",
                      role = "aut",
                      email = "jonas.peters@math.ku.dk"))
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
  <arXiv:1501.01332>, to nonlinear settings. For more details, see C.
  for Nonlinear Models', <arXiv:1706.08576>.
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: ‘Christina Heinze-Deml <heinzedeml@stat.math.ethz.ch>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Christina",
                      family = "Heinze-Deml",
                      role = c("aut", "cre"),
                      email = "heinzedeml@stat.math.ethz.ch"),
               person(given = "Jonas",
                      family = "Peters",
                      role = "aut",
                      email = "jonas.peters@math.ku.dk"))
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
  <arXiv:1501.01332>, to nonlinear settings. For more details, see C.
  for Nonlinear Models', <arXiv:1706.08576>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Christina Heinze-Deml <heinzedeml@stat.math.ethz.ch>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Christina",
                      family = "Heinze-Deml",
                      role = c("
...[truncated]...
bibentry() instead.

The Description field contains
  <arXiv:1501.01332>, to nonlinear settings. For more details, see C.
  for Nonlinear Models', <arXiv:1706.08576>.
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: ‘Christina Heinze-Deml <heinzedeml@stat.math.ethz.ch>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Christina",
                      family = "Heinze-Deml",
                      role = c("
...[truncated]...
bibentry() instead.

The Description field contains
  <arXiv:1501.01332>, to nonlinear settings. For more details, see C.
  for Nonlinear Models', <arXiv:1706.08576>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Dependency Network

Dependencies Reverse dependencies CondIndTests data.tree caTools randomForest nonlinearICP

Version History

new 0.1.2.1 Mar 10, 2026
new 0.1.2 Jul 30, 2017
updated 0.1.2.1 ← 0.1.2 diff Jul 30, 2017