Propensity Score–based Methods Versus MTE-based Methods in Causal Inference

Propensity Score-Based Methods versus MTE-Based Methods in Causal Inference: Identification, Estimation, and Application.

Since the seminal introduction of the propensity score by Rosenbaum and Rubin, propensity-score-based (PS-based) methods have been widely used for drawing causal inferences in the behavioral and social sciences. However, the propensity score approach depends on the ignorability assumption: there are no unobserved confounders once observed covariates are taken into account. For situations where ...

Propensity Score Methods for Causal Inference with the PSMATCH Procedure

In a randomized study, subjects are randomly assigned to either a treated group or a control group. Random assignment ensures that the distribution of the covariates is the same in both groups and that the treatment effect can be estimated by directly comparing the outcomes for the subjects in the two groups. In contrast, subjects in an observational study are not randomly assigned. In order to...

Matching Methods for Causal Inference

Complete Identi cation Methods for Causal Inference

of the Dissertation Complete Identification Methods for Causal Inference

review of radiographic methods in dental implantology

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