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Testing for Nonparametric Identification of Causal Effects in the Presence of a Quasi-Instrument
testing endogeneity monotonicity potential outcomes
2012/10/23
The identification of average causal effects of a treatment in observational studies is typically based either on the unconfoundedness assumption or on the availability of an instrument. When availabl...
On the Role of Counterfactuals in Inferring Causal Effects of Treatments
Causation counterfactuals possible worlds treatment effect
2013/10/18
Causal inference in the empirical sciences is based on counterfactuals. This paper presents the counterfactual account of causation in terms of Lewis’s possible-world semantics, and reformulates the s...