Causal Inference in the Presence of Treatment Noncompliance Under the Binary Instrumental Variable Model
Bounds for the Average Causal Effect (ACE).
Posterior bounds for the Average Causal Effect (ACE).
"Triangle" plot of the posterior bounds for the Average Causal Effect ...
Finds all column totals for Compliers and Never Takers under the sharp...
Finite population sample space given an observed dataset.
Bounds for the Average Controlled Direct Effect (ACDE).
Check of the Instrumental Variable (IV) inequalities.
Expand.grid using the data.table package.
Maximum Likelihood Estimate under the sharp null for Compliers.
Maximum Likelihood Estimate without assuming the sharp null for Compli...
Exact finite population p-values under the sharp null for Compliers.
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.