Package: BiCausality 0.1.4

BiCausality: Binary Causality Inference Framework

A framework to infer causality on binary data using techniques in frequent pattern mining and estimation statistics. Given a set of individual vectors S={x} where x(i) is a realization value of binary variable i, the framework infers empirical causal relations of binary variables i,j from S in a form of causal graph G=(V,E) where V is a set of nodes representing binary variables and there is an edge from i to j in E if the variable i causes j. The framework determines dependency among variables as well as analyzing confounding factors before deciding whether i causes j. The publication of this package is at Chainarong Amornbunchornvej, Navaporn Surasvadi, Anon Plangprasopchok, and Suttipong Thajchayapong (2023) <doi:10.1016/j.heliyon.2023.e15947>.

Authors:Chainarong Amornbunchornvej [aut, cre]

BiCausality_0.1.4.tar.gz
BiCausality_0.1.4.zip(r-4.7)BiCausality_0.1.4.zip(r-4.6)BiCausality_0.1.4.zip(r-4.5)
BiCausality_0.1.4.tgz(r-4.6-any)BiCausality_0.1.4.tgz(r-4.5-any)
BiCausality_0.1.4.tar.gz(r-4.7-any)BiCausality_0.1.4.tar.gz(r-4.6-any)
BiCausality_0.1.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html
DESCRIPTION |NEWS
card.svg |card.png
BiCausality/json (API)

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

Bug tracker:https://github.com/darkeyes/bicausality/issues

Datasets:
  • D - An example of aligned list of transactions
  • mat - A simulation dataset
  • resC - An example of causal inference result

On CRAN:

Conda:

binary-variablecausal-inferenceestimation-statisticsexploratory-data-analysisfrequent-pattern-mining

3.00 score 2 stars 5 scripts 244 downloads 20 exports 0 dependencies

Last updated from:3a88426a3f. Checks:4 OK, 5 WARNING. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK115
source / vignettesOK191
linux-release-x86_64OK115
macos-release-arm64WARNING120
macos-oldrel-arm64WARNING206
windows-develWARNING69
windows-releaseWARNING74
windows-oldrelWARNING79
wasm-releaseOK96

Exports:adjustmentProbassocSignTestbin2decbIndpTestbSCMCausalGraphFuncbSCMdeConfoundingGraphFuncbSCMDepndentGraphFastFuncbSCMDepndentGraphFuncCausalGraphInferMainFunccomparePredAdjMatrix2TrueAdjMatCondProbconfNetFuncgetReachableNodesgetTransitiveClosureMatindpFuncnum2BitsoddDiffFuncoddRatioFuncsuppVecAlignment

Dependencies: