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07/29/2022
The Generalized Causal Dantzig: A Unified Approach to Instruments and Environments
Many recent works have proposed regression models which are invariant ac...
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07/20/2022
Causal Models, Prediction, and Extrapolation in Cell Line Perturbation Experiments
In cell line perturbation experiments, a collection of cells is perturbe...
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06/03/2021
Sample Selection Bias in Evaluation of Prediction Performance of Causal Models
Causal models are notoriously difficult to validate because they make un...
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11/11/2020
A Framework for Mediation Analysis with Multiple Exposures, Multivariate Mediators, and Non-Linear Response Models
Mediation analysis seeks to identify and quantify the paths by which an ...
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01/30/2018