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CondIndTests

Nonlinear Conditional Independence Tests

v0.1.5 · Nov 11, 2019 · GPL

Description

Code for a variety of nonlinear conditional independence tests: Kernel conditional independence test (Zhang et al., UAI 2011, <arXiv:1202.3775>), Residual Prediction test (based on Shah and Buehlmann, <arXiv:1511.03334>), Invariant environment prediction, Invariant target prediction, Invariant residual distribution test, Invariant conditional quantile prediction (all from Heinze-Deml et al., <arXiv:1706.08576>).

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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-macos-arm64 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 (19 non-OK)
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("aut", "cre"),
                      email = "heinzedeml@stat.math.ethz.ch"),
               person(given = "Jonas",
                      family = "Peters",
                      role = "aut",
                      email = "jonas.peters@math.ku.dk"),
               person(given = c("Asbjoern", "Marco", "Sinius"),
                      family = "Munk",
                      role = "aut",
                      email = "fgp998@alumni.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:1202.3775>), Residual Prediction test (based on Shah and
  Buehlmann, <arXiv:1511.03334>), Invariant environment prediction,
  <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-clang

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^
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"),
               person(given = c("Asbjoern", "Marco", "Sinius"),
                      family = "Munk",
                      role = "aut",
                      email = "fgp998@alumni.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:1202.3775>), Residual Prediction test (based on Shah and
  Buehlmann, <arXiv:1511.03334>), Invariant environment prediction,
  <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

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^
NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^
NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^
NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^
NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^
NOTE r-oldrel-macos-arm64

LazyData

  'LazyData' is specified without a 'data' directory
NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^
NOTE r-oldrel-macos-x86_64

LazyData

  'LazyData' is specified without a 'data' directory
NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^
NOTE r-oldrel-windows-x86_64

LazyData

  'LazyData' is specified without a 'data' directory
NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^
NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^
NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^
NOTE r-release-macos-arm64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^
NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^
NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                                    ^

Check History

NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 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("aut", "cre"),
                      email = "heinzedeml@stat.math.ethz.ch"),
               person(given = "Jonas",
                      family = "Peters",
                      role = "aut",
                      email = "jonas.peters@math.ku.dk"),
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"),
NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X
NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X
NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X
NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X
NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X
NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X
NOTE r-release-macos-arm64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X
NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X
NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X
NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X
NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X
NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                ^
checkRd: (-1) KCI.Rd:44: Lost braces
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X)} * K_{(E|X)})
       |                                                      ^
checkRd: (-1) KCI.Rd:44: Lost braces; missing escapes or markup?
    44 |  \item \code{testStatistic} the statistic Tr(K_{(ddot{(Y)}|X

Reverse Dependencies (1)

imports

Dependency Network

Dependencies Reverse dependencies randomForest quantregForest lawstat RPtests caTools mgcv MASS kernlab pracma mize nonlinearICP CondIndTests

Version History

new 0.1.5 Mar 9, 2026