Bounding Causal Effects Under Uncontrolled Confounding Using Counterfactuals

Abstract:Common sensitivity analysis methods for unmeasured confounders provide a corrected point estimate of causal effect for each specified set of unknown parameter values. This article reviews alternative methods for generating deterministic nonparametric bounds on the magnitude of the causal ef