Accurate treatment effect estimation using inverse probability of treatment weighting with deep learning
Deep sequence models enable accurate treatment effect estimation through IPTW without the need for feature processing.
Authors
- Nicoleta Serban (ORCID: https://orcid.org/0000-0002-5813-7435)
- Junghwan Lee (ORCID: https://orcid.org/0000-0002-1240-7655)
- Simin Ma (ORCID: https://orcid.org/0000-0002-0218-2261)
- Shihao Yang (ORCID: https://orcid.org/0000-0003-1255-7167)
Institutions
- Georgia Institute of Technology (US)
Publication Details
- Journal
- JAMIA Open
- Published
- 2025-03-06
- DOI
- https://doi.org/10.1093/jamiaopen/ooaf032
- Citations
- 2
- Primary Topic
- Advanced Causal Inference Techniques
- Type
- article
- Field-Weighted Citation Impact
- 5.26
Funders
- National Institutes of Health