R6causal - R6 Class for Structural Causal Models
The implemented R6 class 'SCM' aims to simplify working
with structural causal models. The missing data mechanism can
be defined as a part of the structural model. The class
contains methods for 1) defining a structural causal model via
functions, text or conditional probability tables, 2) printing
basic information on the model, 3) plotting the graph for the
model using packages 'igraph' or 'qgraph', 4) simulating data
from the model, 5) applying an intervention, 6) checking the
identifiability of a query using the R packages 'causaleffect'
and 'dosearch', 7) defining the missing data mechanism, 8)
simulating incomplete data from the model according to the
specified missing data mechanism and 9) checking the
identifiability in a missing data problem using the R package
'dosearch'. In addition, there are functions for running
experiments and doing counterfactual inference using
simulation.
