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02/24/2022
Variable elimination, graph reduction and efficient g-formula
We study efficient estimation of an interventional mean associated with ...
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10/16/2020
Minimal enumeration of all possible total effects in a Markov equivalence class
In observational studies, when a total causal effect of interest is not ...
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08/08/2020
Efficient Least Squares for Estimating Total Effects under Linearity and Causal Sufficiency
Recursive linear structural equation models are widely used to postulate...
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10/07/2019
Identifying causal effects in maximally oriented partially directed acyclic graphs
We develop a necessary and sufficient causal identification criterion fo...
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07/04/2019