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SMMAL

Semi-Supervised Estimation of Average Treatment Effects

v0.0.5 · Aug 28, 2025 · MIT + file LICENSE

Description

Provides a pipeline for estimating the average treatment effect via semi-supervised learning. Outcome regression is fit with cross-fitting using various machine learning method or user customized function. Doubly robust ATE estimation leverages both labeled and unlabeled data under a semi-supervised missing-data framework. For more details see Hou et al. (2021) <doi:10.48550/arxiv.2110.12336>. A detailed vignette is included.

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Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

Dependency Network

Dependencies Reverse dependencies glmnet randomForest splines2 xgboost SMMAL

Version History

new 0.0.5 Mar 10, 2026