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Causal inference with imperfect instrumental variables

Miklin, Nikolai; Gachechiladze, Mariami; Moreno, George; … - In: Journal of Causal Inference 10 (2022) 1, pp. 45-63

the adaptation of existing and new lower bounds on the average causal effect for instrumental scenarios with binary …

Persistent link: https://www.econbiz.de/10014610929

On the Monotonicity of a Nondifferentially Mismeasured Binary Confounder

Peña, Jose M. - In: Journal of Causal Inference 8 (2020) 1, pp. 150-163

Abstract Suppose that we are interested in the average causal effect of a binary treatment on an outcome when this …

Persistent link: https://www.econbiz.de/10014610902

A Gaussian Process Framework for Overlap and Causal Effect Estimation with High-Dimensional Covariates

Ghosh, Debashis; Cruz Cortés, Efrén - In: Journal of Causal Inference 7 (2019) 2

Abstract A powerful tool for the analysis of nonrandomized observational studies has been the potential outcomes model. Utilization of this framework allows analysts to estimate average treatment effects. This article considers the situation in which high-dimensional covariates are present and...

Persistent link: https://www.econbiz.de/10014610878