Searching for authors named "Alexander Balke" – sorted by Relevance.
5 documents found, showing 1 through 5.
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Counterfactual Probabilities: Computational Methods, Bounds and Applications.
- …Evaluation of counterfactual queries (e.g., "If A were true, would C have been true?") is important to fault diagnosis, planning, and determination of liability. In this paper we present methods for computing the probabilities of such queries using the formulation proposed in [Balke and Pearl, 1994…
- Cited by 38 (16 self) – Add To MetaCart
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Bounds on Treatment Effects from Studies with Imperfect Compliance
- …This paper establishes nonparametric formulas that can be used to bound the average treatment e#ect in experimental studies in which treatment assignment is random but subject compliance is imperfect. The bounds provided are the tightest possible, given the distribution of assignments, treatments…
- Cited by 14 (5 self) – Add To MetaCart
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Nonparametric Bounds on Causal Effects from Partial Compliance Data
- …Experimental studies in which treatment assignment is random but subject compliance is imperfect may be susceptible to bias; the actual effect of the treatment may deviate appreciably from the mean difference between treated and untreated subjects. This paper establishes universal formulas that can …
- Cited by 12 (10 self) – Add To MetaCart
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Probabilistic Evaluation of Counterfactual Queries
- …Evaluation of counterfactual queries (e.g., "If A were true, would C have been true?") is important to fault diagnosis, planning, and determination of liability. We present a formalism that uses probabilistic causal networks to evaluate one's belief that the counterfactual consequent, C, would have …
- Cited by 35 (9 self) – Add To MetaCart
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Universal Formulas For Treatment Effects From Noncompliance Data
- …This paper establishes formulas that can be used to bound the actual treatment effect in any experimental study in which treatment assignment is random but subject compliance is imperfect. These formulas provide the tightest bounds on the average treatment effect that can be inferred given the distr…
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Showing 1 through 5.
