Package: ParallelPC 1.2

ParallelPC: Paralellised Versions of Constraint Based Causal Discovery Algorithms

Parallelise constraint based causality discovery and causal inference methods. The parallelised algorithms in the package will generate the same results as that of the 'pcalg' package but will be much more efficient.

Authors:Thuc Duy Le, Tao Hoang, Shu Hu, and Liang Zhang

ParallelPC_1.2.tar.gz
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ParallelPC_1.2.tgz(r-4.4-any)ParallelPC_1.2.tgz(r-4.3-any)
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ParallelPC.pdf |ParallelPC.html✨
ParallelPC/json (API)

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

Peer review:

On CRAN:

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

1.56 score 36 scripts 140 downloads 1 mentions 23 exports 0 dependencies

Last updated 9 years agofrom:d68e4306da. Checks:OK: 5 ERROR: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 31 2024
R-4.5-winOKOct 31 2024
R-4.5-linuxOKOct 31 2024
R-4.4-winOKOct 31 2024
R-4.4-macOKOct 31 2024
R-4.3-winERROROct 31 2024
R-4.3-macERROROct 31 2024

Exports:cor2fci_parallelfci_stableIDA_parallelIDA_stablejointIDA_parallelmccormcmigmczfmigmigshpc_parallelpc_stablepcSelect_parallelpcSelect_stablerfci_parallelrfci_stableskeleton_parallelskeleton_stablesmccorsmcmigsmczfzf

Dependencies:

Readme and manuals

Help Manual

Help pageTopics
The Pearson's correlation testcor2
Estimate a Partial Ancestral Graph using the FCI_parallel algorithmfci_parallel
Estimate a PAG, using the FCI_stable algorithmfci_stable
Estimate Total Causal Effects using the IDA_parallel AlgorithmIDA_parallel
Estimate Total Causal EffectsIDA_stable
Estimate Total Causal Effects of Joint InterventionsjointIDA_direct
Estimate Total Causal Effects of Joint InterventionsjointIDA_parallel
The Monte Carlo permutation test (mc-cor)mccor
The Monte Carlo permutation test (mc-mi-g)mcmig
The Monte Carlo permutation test for Gaussian conditional independence testmczf
Mutual information testmig
Shrinkage estimator for the mutual information (mi-g-sh)migsh
Estimate the Equivalence Class of a DAG using the PC_parallel Algorithmpc_parallel
Estimate the Equivalence Class of a DAG using the PC_stable Algorithmpc_stable
Estimate subgraph around a response variable using pcSelect_parallel.pcSelect_parallel
Estimate subgraph around a response variable using pcSelectpcSelect_stable
Estimate a PAG fast using the RFCI_parallel Algorithmrfci_parallel
Estimate a PAG using the RFCI_stable Algorithmrfci_stable
Estimate (Initial) Skeleton of a DAG.skeleton_parallel
Estimate (Initial) Skeleton of a DAG using the PC_stable Algorithmskeleton_stable
The sequential Monte Carlo permutation test (smc-cor)smccor
The sequential Monte Carlo permutation test (smc-mi-g)smcmig
The sequential Monte Carlo permutation test for Gaussian conditional independence test.smczf
Gaussian conditional independence testzf