Causal Inference with Latent Variables: Recent Advances and Future Prospectives

Author:

Zhu Yaochen1ORCID,He Yinhan1ORCID,Ma Jing2ORCID,Hu Mengxuan1ORCID,Li Sheng1ORCID,Li Jundong1ORCID

Affiliation:

1. University of Virginia, Charlottesville, VA, USA

2. Case Western Reserve University, Charlottesville, VA, USA

Funder

The JP Morgan Chase Faculty Research Award

Snap Gift Funding

National Science Foundation

The Cisco Faculty Research Award

The Commonwealth Cyber Initiative Awards

Publisher

ACM

Reference165 articles.

1. A review of uncertainty quantification in deep learning: Techniques, applications and challenges

2. Estimating Conditional Average Treatment Effects

3. Jeffrey M Albert Cuiyu Geng and Suchitra Nelson. 2016. Causal mediation analysis with a latent mediator. Biom. J. (2016).

4. Identification and Estimation of Local Average Treatment Effects

5. Joshua D Angrist, Guido W Imbens, and Donald B Rubin. 1996. Identification of causal effects using instrumental variables. JASA (1996).

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