Package: infoxtr 0.4

Wenbo Lyu

infoxtr: Information-Theoretic Measures for Revealing Variable Interactions

Implements information-theoretic measures to explore variable interactions, including KSG mutual information estimation for continuous variables from Kraskov et al. (2004) <doi:10.1103/PhysRevE.69.066138>, knockoff conditional mutual information described in Zhang & Chen (2025) <doi:10.1126/sciadv.adu6464>, synergistic-unique-redundant decomposition introduced by Martinez-Sanchez et al. (2024) <doi:10.1038/s41467-024-53373-4>, and information imbalance gain following Del Tatto et al. (2024) <doi:10.1073/pnas.2317256121>, allowing detection of complex and diverse relationships among variables.

Authors:Wenbo Lyu [aut, cre, cph]

infoxtr_0.4.tar.gz
infoxtr_0.4.zip(r-4.7-x86_64)infoxtr_0.4.zip(r-4.7-arm64)infoxtr_0.4.zip(r-4.6-x86_64)infoxtr_0.4.zip(r-4.6-arm64)infoxtr_0.4.zip(r-4.5-x86_64)
infoxtr_0.4.tgz(r-4.6-x86_64)infoxtr_0.4.tgz(r-4.6-arm64)infoxtr_0.4.tgz(r-4.5-x86_64)infoxtr_0.4.tgz(r-4.5-arm64)
infoxtr_0.4.tar.gz(r-4.7-arm64)infoxtr_0.4.tar.gz(r-4.7-x86_64)infoxtr_0.4.tar.gz(r-4.6-arm64)infoxtr_0.4.tar.gz(r-4.6-x86_64)
infoxtr_0.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
infoxtr/json (API)

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

Bug tracker:https://github.com/stscl/infoxtr/issues

Pkgdown/docs site:https://stscl.github.io

Uses libs:
  • c++– GNU Standard C++ Library v3

On CRAN:

Conda:

causal-discoverycausal-interactioncausalitycausality-analysiscppdata-driven-decision-makingdata-sciencegeoinformaticsinformaticsinformation-decompositioninformation-flowinformation-imbalanceinformation-theoryspatial-analysisspatial-data-sciencespatial-statisticsstatistical-inferencetime-series-analysiscpp

6.81 score 59 stars 479 downloads 11 exports 40 dependencies

Last updated from:a95b85641f. Checks:15 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK162
linux-devel-x86_64OK219
source / vignettesOK279
linux-release-arm64OK162
linux-release-x86_64OK210
macos-release-arm64OK161
macos-release-x86_64OK253
macos-oldrel-arm64OK133
macos-oldrel-x86_64OK311
windows-devel-arm64OK282
windows-devel-x86_64OK201
windows-release-arm64OK270
windows-release-x86_64OK180
windows-oldrel-x86_64OK172
wasm-releaseOK182

Exports:cecmidiscretizeentropyimbalance_gaininfo_imbalancejekocmimisurdte

Dependencies:bootclassclassIntcliDBIdeldirdigestdplyre1071genericsgeosphereglueKernSmoothlatticelifecyclemagrittrpanderpillarpkgconfigproxypurrrR6RcppRcppArmadilloRcppThreadrlangs2sdsfunsfspspDataspdepterratibbletidyselectunitsutf8vctrswithrwk

Information Imbalance and Imbalance Gain
Introduction | Imbalance Gain | Conditional Imbalance Gain | Example Cases
Rendered frommain1_imbalance.Rmdusingknitr::rmarkdown

Last update: 2026-09-30
Started: 2026-08-15

Synergistic-Unique-Redundant Decomposition of Causality
Introduction | Utility Functions | Example Cases | Air Pollution and Cardiovascular Health in Hong Kong | Population Density and Its Drivers in Mainland China | Influence of Climatic and Topographic Factors on Net Primary Productivity (NPP) in Mainland China
Rendered frommain2_surd.Rmdusingknitr::rmarkdown

Last update: 2026-09-30
Started: 2026-08-15