ParallelPC: Paralellised Versions of Constraint Based Causal Discovery Algorithms
Version 1.2

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.

Browse man pages Browse package API and functions Browse package files

AuthorThuc Duy Le, Tao Hoang, Shu Hu, and Liang Zhang
Date of publication2015-12-31 08:37:51
MaintainerThuc Duy Le <Thuc.Le@unisa.edu.au>
LicenseGPL (>= 2)
Version1.2
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("ParallelPC")

Man pages

cor2: The Pearson's correlation test
fci_parallel: Estimate a Partial Ancestral Graph using the FCI_parallel...
fci_stable: Estimate a PAG, using the FCI_stable algorithm
IDA_parallel: Estimate Total Causal Effects using the IDA_parallel...
IDA_stable: Estimate Total Causal Effects
jointIDA_direct: Estimate Total Causal Effects of Joint Interventions
jointIDA_parallel: Estimate Total Causal Effects of Joint Interventions
mccor: The Monte Carlo permutation test (mc-cor)
mcmig: The Monte Carlo permutation test (mc-mi-g)
mczf: The Monte Carlo permutation test for Gaussian conditional...
mig: Mutual information test
migsh: Shrinkage estimator for the mutual information (mi-g-sh)
pc_parallel: Estimate the Equivalence Class of a DAG using the PC_parallel...
pcSelect_parallel: Estimate subgraph around a response variable using...
pcSelect_stable: Estimate subgraph around a response variable using pcSelect
pc_stable: Estimate the Equivalence Class of a DAG using the PC_stable...
rfci_parallel: Estimate a PAG fast using the RFCI_parallel Algorithm
rfci_stable: Estimate a PAG using the RFCI_stable Algorithm
skeleton_parallel: Estimate (Initial) Skeleton of a DAG.
skeleton_stable: Estimate (Initial) Skeleton of a DAG using the PC_stable...
smccor: The sequential Monte Carlo permutation test (smc-cor)
smcmig: The sequential Monte Carlo permutation test (smc-mi-g)
smczf: The sequential Monte Carlo permutation test for Gaussian...
zf: Gaussian conditional independence test

Functions

IDA_parallel Man page Source code
IDA_stable Man page Source code
cor2 Man page Source code
fci_parallel Man page Source code
fci_stable Man page Source code
jointIDA_direct Man page Source code
jointIDA_parallel Man page Source code
mccor Man page Source code
mcmig Man page Source code
mczf Man page Source code
mig Man page Source code
migsh Man page Source code
pcSelect_parallel Man page Source code
pcSelect_stable Man page Source code
pc_parallel Man page Source code
pc_stable Man page Source code
rfci_parallel Man page Source code
rfci_stable Man page Source code
skeleton_parallel Man page Source code
skeleton_stable Man page Source code
smccor Man page Source code
smcmig Man page Source code
smczf Man page Source code
zf Man page Source code

Files

inst
inst/CITATION
NAMESPACE
R
R/ParallelPC.R
MD5
DESCRIPTION
man
man/IDA_stable.Rd
man/fci_parallel.Rd
man/mig.Rd
man/mccor.Rd
man/skeleton_parallel.Rd
man/rfci_stable.Rd
man/mcmig.Rd
man/jointIDA_parallel.Rd
man/mczf.Rd
man/migsh.Rd
man/pc_stable.Rd
man/smccor.Rd
man/zf.Rd
man/jointIDA_direct.Rd
man/rfci_parallel.Rd
man/smczf.Rd
man/pc_parallel.Rd
man/smcmig.Rd
man/skeleton_stable.Rd
man/pcSelect_parallel.Rd
man/fci_stable.Rd
man/IDA_parallel.Rd
man/cor2.Rd
man/pcSelect_stable.Rd
ParallelPC documentation built on May 19, 2017, 10:09 p.m.