causaleffect: Deriving Expressions of Joint Interventional Distributions and Transport Formulas in Causal Models

Functions for identification and transportation of causal effects. Provides a conditional causal effect identification algorithm (IDC) by Ilya Shpitser and Judea Pearl, an algorithm for transportability from multiple domains with limited experiments by Elias Bareinboim and Judea Pearl and a selection bias recovery algorithm by Elias Bareinboim and Jin Tian. All of the previously mentioned algorithms are based on a causal effect identification algorithm by Jin Tian.

Author
Santtu Tikka
Date of publication
2016-10-07 18:10:00
Maintainer
Santtu Tikka <santtuth@gmail.com>
License
GPL-2
Version
1.3.0

View on CRAN

Man pages

causal.effect
Identify a causal effect
causaleffect-package
Deriving Expressions of Joint Interventional Distributions...
generalize
Derive a transport formula for a causal effect between a...
get.expression
Get the expression of a probability object
meta.transport
Derive a transport formula for a causal effect between a...
parse.graphml
Prepare GraphML files for internal use
recover
Recover a causal effect from selection bias
transport
Derive a transport formula for a causal effect between two...
zzaux.effect
Identify a causal effect using surrogate experiments

Files in this package

causaleffect
causaleffect/inst
causaleffect/inst/doc
causaleffect/inst/doc/simplification.pdf
causaleffect/inst/doc/causaleffect.ltx
causaleffect/inst/doc/causaleffect.pdf
causaleffect/inst/doc/simplification.ltx
causaleffect/NAMESPACE
causaleffect/NEWS
causaleffect/R
causaleffect/R/observed.graph.R
causaleffect/R/zzaux.effect.R
causaleffect/R/activate.interventions.R
causaleffect/R/parse.layout.R
causaleffect/R/wrap.dSep.R
causaleffect/R/factorize.R
causaleffect/R/sc.components.R
causaleffect/R/unobserved.graph.R
causaleffect/R/parse.graphml.standard.R
causaleffect/R/meta.transport.R
causaleffect/R/parse.deconstruct.R
causaleffect/R/trmz.R
causaleffect/R/parse.expression.R
causaleffect/R/idc.R
causaleffect/R/is.prefix.R
causaleffect/R/c.components.R
causaleffect/R/insert.R
causaleffect/R/generalize.R
causaleffect/R/simplify.R
causaleffect/R/zero.children.R
causaleffect/R/parse.graphml.internal.R
causaleffect/R/transport.R
causaleffect/R/parse.graphml.R
causaleffect/R/id.R
causaleffect/R/organize.terms.R
causaleffect/R/join.R
causaleffect/R/identify.R
causaleffect/R/parse.joint.R
causaleffect/R/causal.effect.R
causaleffect/R/simplify.expression.R
causaleffect/R/recover.R
causaleffect/R/simplify.rc.R
causaleffect/R/ancestors.R
causaleffect/R/compute.q.R
causaleffect/R/simplify.causal.R
causaleffect/R/simplify.trmz.R
causaleffect/R/cancel.rc.R
causaleffect/R/probability.R
causaleffect/R/deconstruct.R
causaleffect/R/rc.R
causaleffect/R/gather.R
causaleffect/R/get.expression.R
causaleffect/R/cancel.R
causaleffect/vignettes
causaleffect/vignettes/jmlr2e.sty
causaleffect/vignettes/causaleffect.ltx
causaleffect/vignettes/simplification.ltx
causaleffect/vignettes/causaleffect.bib
causaleffect/vignettes/simplification.bib
causaleffect/vignettes/gtian.pdf
causaleffect/vignettes/graphspdf
causaleffect/vignettes/graphspdf/wage2.pdf
causaleffect/vignettes/graphspdf/format3.graphml
causaleffect/vignettes/graphspdf/g2ccomp.graphml
causaleffect/vignettes/graphspdf/g2.pdf
causaleffect/vignettes/graphspdf/grule1a.pdf
causaleffect/vignettes/graphspdf/g2sub1.graphml
causaleffect/vignettes/graphspdf/cexp2.graphml
causaleffect/vignettes/graphspdf/gzbpath.graphml
causaleffect/vignettes/graphspdf/cycle.pdf
causaleffect/vignettes/graphspdf/format2.pdf
causaleffect/vignettes/graphspdf/grule1c.graphml
causaleffect/vignettes/graphspdf/g1sub2.pdf
causaleffect/vignettes/graphspdf/g1sub1.pdf
causaleffect/vignettes/graphspdf/gzund.graphml
causaleffect/vignettes/graphspdf/format3.pdf
causaleffect/vignettes/graphspdf/g2ccomp.pdf
causaleffect/vignettes/graphspdf/causalmarkov.graphml
causaleffect/vignettes/graphspdf/gxovrzovr.graphml
causaleffect/vignettes/graphspdf/path.graphml
causaleffect/vignettes/graphspdf/cexp1.graphml
causaleffect/vignettes/graphspdf/format1.graphml
causaleffect/vignettes/graphspdf/nodirpath.pdf
causaleffect/vignettes/graphspdf/wage1.graphml
causaleffect/vignettes/graphspdf/format1.pdf
causaleffect/vignettes/graphspdf/wage1.pdf
causaleffect/vignettes/graphspdf/g1.graphml
causaleffect/vignettes/graphspdf/gtian.pdf
causaleffect/vignettes/graphspdf/cycle.graphml
causaleffect/vignettes/graphspdf/grule1a.graphml
causaleffect/vignettes/graphspdf/cexp1.pdf
causaleffect/vignettes/graphspdf/gdocalc.graphml
causaleffect/vignettes/graphspdf/discrimination.pdf
causaleffect/vignettes/graphspdf/grule1c.pdf
causaleffect/vignettes/graphspdf/gnonid.pdf
causaleffect/vignettes/graphspdf/path.pdf
causaleffect/vignettes/graphspdf/formatreal.graphml
causaleffect/vignettes/graphspdf/gxund.graphml
causaleffect/vignettes/graphspdf/dircycle.pdf
causaleffect/vignettes/graphspdf/cexp2.pdf
causaleffect/vignettes/graphspdf/gzovr.graphml
causaleffect/vignettes/graphspdf/g1.pdf
causaleffect/vignettes/graphspdf/dirpath.pdf
causaleffect/vignettes/graphspdf/gxovrzund.pdf
causaleffect/vignettes/graphspdf/gzbpath.pdf
causaleffect/vignettes/graphspdf/g1sub2.graphml
causaleffect/vignettes/graphspdf/gxund.pdf
causaleffect/vignettes/graphspdf/grule1b.pdf
causaleffect/vignettes/graphspdf/giden.graphml
causaleffect/vignettes/graphspdf/g1sub1.graphml
causaleffect/vignettes/graphspdf/gtian.graphml
causaleffect/vignettes/graphspdf/giden.pdf
causaleffect/vignettes/graphspdf/wage2.graphml
causaleffect/vignettes/graphspdf/formatreal.pdf
causaleffect/vignettes/graphspdf/gxovr.graphml
causaleffect/vignettes/graphspdf/grule1b.graphml
causaleffect/vignettes/graphspdf/format2.graphml
causaleffect/vignettes/graphspdf/causalmarkov.pdf
causaleffect/vignettes/graphspdf/g2sub1.pdf
causaleffect/vignettes/graphspdf/gdocalc.pdf
causaleffect/vignettes/graphspdf/dircycle.graphml
causaleffect/vignettes/graphspdf/gxovrzundr.graphml
causaleffect/vignettes/graphspdf/discrimination.graphml
causaleffect/vignettes/graphspdf/gnonid.graphml
causaleffect/vignettes/graphspdf/gzund.pdf
causaleffect/vignettes/graphspdf/gzovr.pdf
causaleffect/vignettes/graphspdf/gxovrzovr.pdf
causaleffect/vignettes/graphspdf/nodirpath.graphml
causaleffect/vignettes/graphspdf/g2.graphml
causaleffect/vignettes/graphspdf/wagetest.graphml
causaleffect/vignettes/graphspdf/dirpath.graphml
causaleffect/vignettes/ginsert.pdf
causaleffect/vignettes/giden.pdf
causaleffect/MD5
causaleffect/build
causaleffect/build/vignette.rds
causaleffect/DESCRIPTION
causaleffect/man
causaleffect/man/generalize.Rd
causaleffect/man/causal.effect.Rd
causaleffect/man/recover.Rd
causaleffect/man/transport.Rd
causaleffect/man/parse.graphml.Rd
causaleffect/man/causaleffect-package.Rd
causaleffect/man/get.expression.Rd
causaleffect/man/meta.transport.Rd
causaleffect/man/zzaux.effect.Rd