Search Results for author: Noam Finkelstein

Found 4 papers, 0 papers with code

An Automated Approach to Causal Inference in Discrete Settings

no code implementations28 Sep 2021 Guilherme Duarte, Noam Finkelstein, Dean Knox, Jonathan Mummolo, Ilya Shpitser

When causal quantities cannot be point identified, researchers often pursue partial identification to quantify the range of possible values.

Causal Inference

Entropic Inequality Constraints from $e$-separation Relations in Directed Acyclic Graphs with Hidden Variables

no code implementations15 Jul 2021 Noam Finkelstein, Beata Zjawin, Elie Wolfe, Ilya Shpitser, Robert W. Spekkens

Directed acyclic graphs (DAGs) with hidden variables are often used to characterize causal relations between variables in a system.

Partial Identifiability in Discrete Data With Measurement Error

no code implementations23 Dec 2020 Noam Finkelstein, Roy Adams, Suchi Saria, Ilya Shpitser

When data contains measurement errors, it is necessary to make assumptions relating the observed, erroneous data to the unobserved true phenomena of interest.

counterfactual

Deriving Bounds and Inequality Constraints Using LogicalRelations Among Counterfactuals

no code implementations1 Jul 2020 Noam Finkelstein, Ilya Shpitser

We additionally provide inequality constraints on functionals of the observed data law implied by such causal models.

counterfactual

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