Paralellised Versions of Constraint Based Causal Discovery Algorithms


[Up] [Top]

Documentation for package ‘ParallelPC’ version 1.2

Help Pages

cor2 The Pearson's correlation test
fci_parallel Estimate a Partial Ancestral Graph using the FCI_parallel algorithm
fci_stable Estimate a PAG, using the FCI_stable algorithm
IDA_parallel Estimate Total Causal Effects using the IDA_parallel Algorithm
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 independence test
mig Mutual information test
migsh Shrinkage estimator for the mutual information (mi-g-sh)
pcSelect_parallel Estimate subgraph around a response variable using pcSelect_parallel.
pcSelect_stable Estimate subgraph around a response variable using pcSelect
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
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 Algorithm
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 conditional independence test.
zf Gaussian conditional independence test