Package: weightedGCM 0.1.1

weightedGCM: Weighted Generalised Covariance Measure Conditional Independence Test

A conditional independence test that can be applied both to univariate and multivariate random variables. The test is based on a weighted form of the sample covariance of the residuals after a nonlinear regression on the conditioning variables. Details are described in Scheidegger, Hoerrmann and Buehlmann (2022) "The Weighted Generalised Covariance Measure" <http://jmlr.org/papers/v23/21-1328.html>. The test is a generalisation of the Generalised Covariance Measure (GCM) implemented in the R package 'GeneralisedCovarianceMeasure' by Jonas Peters and Rajen D. Shah based on Shah and Peters (2020) "The Hardness of Conditional Independence Testing and the Generalised Covariance Measure" <doi:10.1214/19-AOS1857>.

Authors:Cyrill Scheidegger [aut, cre, cph], Julia Hoerrmann [ths], Peter Buehlmann [ths], Jonas Peters [ctb, cph], Rajen D. Shah [ctb, cph]

weightedGCM_0.1.1.tar.gz
weightedGCM_0.1.1.zip(r-4.7)weightedGCM_0.1.1.zip(r-4.6)weightedGCM_0.1.1.zip(r-4.5)
weightedGCM_0.1.1.tgz(r-4.6-any)weightedGCM_0.1.1.tgz(r-4.5-any)
weightedGCM_0.1.1.tar.gz(r-4.7-any)weightedGCM_0.1.1.tar.gz(r-4.6-any)
weightedGCM_0.1.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
weightedGCM/json (API)
NEWS

# Install 'weightedGCM' in R:
install.packages('weightedGCM', repos = c('https://cyrillsch.r-universe.dev', 'https://cloud.r-project.org'))

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

2.00 score 2 stars 9 scripts 218 downloads 2 exports 7 dependencies

Last updated from:dda298d90f. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK136
source / vignettesOK178
linux-release-x86_64OK133
macos-release-arm64OK90
macos-oldrel-arm64OK97
windows-develOK91
windows-releaseOK99
windows-oldrelOK87
wasm-releaseOK100

Exports:wgcm.estwgcm.fix

Dependencies:data.tablejsonlitelatticeMatrixmgcvnlmexgboost