Learn R Programming

ParallelPC (version 1.2)

Paralellised Versions of Constraint Based Causal Discovery Algorithms

Description

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.

Copy Link

Version

Install

install.packages('ParallelPC')

Monthly Downloads

170

Version

1.2

License

GPL (>= 2)

Maintainer

Thuc Duy Le

Last Published

December 31st, 2015

Functions in ParallelPC (1.2)

fci_stable

Estimate a PAG, using the FCI_stable algorithm
jointIDA_parallel

Estimate Total Causal Effects of Joint Interventions
IDA_stable

Estimate Total Causal Effects
jointIDA_direct

Estimate Total Causal Effects of Joint Interventions
pcSelect_parallel

Estimate subgraph around a response variable using pcSelect_parallel.
mccor

The Monte Carlo permutation test (mc-cor)
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 Algorithm
pc_stable

Estimate the Equivalence Class of a DAG using the PC_stable Algorithm
rfci_parallel

Estimate a PAG fast using the RFCI_parallel Algorithm
fci_parallel

Estimate a Partial Ancestral Graph using the FCI_parallel algorithm
mcmig

The Monte Carlo permutation test (mc-mi-g)
smccor

The sequential Monte Carlo permutation test (smc-cor)
pcSelect_stable

Estimate subgraph around a response variable using pcSelect
skeleton_parallel

Estimate (Initial) Skeleton of a DAG.
zf

Gaussian conditional independence test
rfci_stable

Estimate a PAG using the RFCI_stable Algorithm
smczf

The sequential Monte Carlo permutation test for Gaussian conditional independence test.
smcmig

The sequential Monte Carlo permutation test (smc-mi-g)
cor2

The Pearson's correlation test
mczf

The Monte Carlo permutation test for Gaussian conditional independence test
IDA_parallel

Estimate Total Causal Effects using the IDA_parallel Algorithm
skeleton_stable

Estimate (Initial) Skeleton of a DAG using the PC_stable Algorithm