noncompliance: Causal Inference in the Presence of Treatment Noncompliance Under the Binary Instrumental Variable Model

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A finite-population significance test of the 'sharp' causal null hypothesis that treatment exposure X has no effect on final outcome Y, within the principal stratum of Compliers. A generalized likelihood ratio test statistic is used, and the resulting p-value is exact. Currently, it is assumed that there are only Compliers and Never Takers in the population.

Author
Wen Wei Loh [aut, cre], Thomas S. Richardson [aut]
Date of publication
2016-02-15 13:47:11
Maintainer
Wen Wei Loh <wloh@uw.edu>
License
GPL (>= 3)
Version
0.2.2
URLs

View on CRAN

Man pages

ACE_bounds
Bounds for the Average Causal Effect (ACE).
ACE_bounds_posterior
Posterior bounds for the Average Causal Effect (ACE).
ACE_bounds_triangle.plot
"Triangle" plot of the posterior bounds for the Average...
AllColTotalsH0_CONT
Finds all column totals for Compliers and Never Takers under...
AllPossiblyObsH0_CONT
Finite population sample space given an observed dataset.
Check_ACDE_bounds
Bounds for the Average Controlled Direct Effect (ACDE).
Check_IV_ineqs
Check of the Instrumental Variable (IV) inequalities.
expand.grid.DT
Expand.grid using the data.table package.
FindMLE_CONT_H0_hypergeoR
Maximum Likelihood Estimate under the sharp null for...
FindMLE_CONT_H1_hypergeoR
Maximum Likelihood Estimate without assuming the sharp null...
Get_pvalues_CONT
Exact finite population p-values under the sharp null for...

Files in this package

noncompliance
noncompliance/tests
noncompliance/tests/testthat.R
noncompliance/tests/testthat
noncompliance/tests/testthat/test_mle.R
noncompliance/tests/testthat/test_bounds.R
noncompliance/tests/testthat/test_pvalues.R
noncompliance/src
noncompliance/src/RcppExports.cpp
noncompliance/src/finitepop-CONT.cpp
noncompliance/NAMESPACE
noncompliance/R
noncompliance/R/finitepop.R
noncompliance/R/transparent.R
noncompliance/R/RcppExports.R
noncompliance/MD5
noncompliance/DESCRIPTION
noncompliance/man
noncompliance/man/ACE_bounds.Rd
noncompliance/man/Check_IV_ineqs.Rd
noncompliance/man/Check_ACDE_bounds.Rd
noncompliance/man/FindMLE_CONT_H0_hypergeoR.Rd
noncompliance/man/AllPossiblyObsH0_CONT.Rd
noncompliance/man/ACE_bounds_posterior.Rd
noncompliance/man/expand.grid.DT.Rd
noncompliance/man/Get_pvalues_CONT.Rd
noncompliance/man/ACE_bounds_triangle.plot.Rd
noncompliance/man/AllColTotalsH0_CONT.Rd
noncompliance/man/FindMLE_CONT_H1_hypergeoR.Rd