CausalFX: Methods for Estimating Causal Effects from Observational Data

Estimate causal effects of one variable on another, currently for binary data only. Methods include instrumental variable bounds, adjustment by a given covariate set, adjustment by an induced covariate set using a variation of the PC algorithm, and an effect bounding method (the Witness Protection Program) based on covariate adjustment with observable independence constraints.

Author
Ricardo Silva [cre, aut], Robin Evans [aut]
Date of publication
2015-05-20 17:10:47
Maintainer
Ricardo Silva <ricardo@stats.ucl.ac.uk>
License
GPL (>= 2)
Version
1.0.1
URLs

View on CRAN

Man pages

bindagCausalEffectBackdoor
Estimates Average Causal Effects by Covariate Adjustment in...
cfx
Creates a CausalFX Problem Instance
covsearch
Search for Causal Effect Covariate Adjustment
iv
Bayesian Analysis of Binary Instrumental Variables
print.cfx
Prints a CausalFX Problem Instance
print.summary.covsearch
Print Summaries of Covariate Search Outputs
print.summary.iv
Print Summaries of Binary Instrumental Variable Analyses
print.summary.wpp
Print Summaries of Witness Protection Program Outputs
simulateWitnessModel
Generates Synthetic CausalFX Problems
summary.covsearch
Summarize Covariate Search Outputs
summary.iv
Summarize Binary Instrumental Variable Analyses
summary.wpp
Summarize Witness Protection Program Outputs
synthetizeCausalEffect
Computes Average Causal Effects by Covariate Adjustment in...
wpp
The Witness Protection Program for Causal Effect Estimation

Files in this package

CausalFX
CausalFX/NAMESPACE
CausalFX/R
CausalFX/R/synthetize.R
CausalFX/R/wpp.R
CausalFX/R/causal_class.R
CausalFX/R/search.R
CausalFX/R/iv.R
CausalFX/R/util.R
CausalFX/MD5
CausalFX/DESCRIPTION
CausalFX/man
CausalFX/man/covsearch.Rd
CausalFX/man/wpp.Rd
CausalFX/man/print.summary.iv.Rd
CausalFX/man/summary.iv.Rd
CausalFX/man/summary.covsearch.Rd
CausalFX/man/print.cfx.Rd
CausalFX/man/print.summary.wpp.Rd
CausalFX/man/print.summary.covsearch.Rd
CausalFX/man/synthetizeCausalEffect.Rd
CausalFX/man/cfx.Rd
CausalFX/man/summary.wpp.Rd
CausalFX/man/bindagCausalEffectBackdoor.Rd
CausalFX/man/iv.Rd
CausalFX/man/simulateWitnessModel.Rd