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 Shpitser, I. and Pearl, J. (2006) <http://ftp.cs.ucla.edu/pub/stat_ser/r329-uai.pdf>, an algorithm for transportability from multiple domains with limited experiments by Bareinboim, E. and Pearl, J. (2014) <http://ftp.cs.ucla.edu/pub/stat_ser/r443.pdf> and a selection bias recovery algorithm by Bareinboim, E. and Tian, J. (2015) <http://ftp.cs.ucla.edu/pub/stat_ser/r445.pdf>. All of the previously mentioned algorithms are based on a causal effect identification algorithm by Tian , J. (2002) <http://ftp.cs.ucla.edu/pub/stat_ser/r309.pdf>.

Install the latest version of this package by entering the following in R:
install.packages("causaleffect")
AuthorSanttu Tikka
Date of publication2017-02-22 23:23:34
MaintainerSanttu Tikka <santtuth@gmail.com>
LicenseGPL-2
Version1.3.3

View on CRAN

Files

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

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