Search Results for author: Yiman Ren

Found 2 papers, 1 papers with code

Causal Mediation Analysis with Multi-dimensional and Indirectly Observed Mediators

no code implementations13 Jun 2023 Ziyang Jiang, Yiling Liu, Michael H. Klein, Ahmed Aloui, Yiman Ren, Keyu Li, Vahid Tarokh, David Carlson

This is important in many scientific applications to identify the underlying mechanisms of a treatment effect.

Estimating Causal Effects using a Multi-task Deep Ensemble

1 code implementation26 Jan 2023 Ziyang Jiang, Zhuoran Hou, Yiling Liu, Yiman Ren, Keyu Li, David Carlson

A number of methods have been proposed for causal effect estimation, yet few have demonstrated efficacy in handling data with complex structures, such as images.

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