Search Results for author: Kwonsang Lee

Found 2 papers, 1 papers with code

Covariate balancing using the integral probability metric for causal inference

1 code implementation23 May 2023 Insung Kong, Yuha Park, Joonhyuk Jung, Kwonsang Lee, Yongdai Kim

However, the existing weighting methods have desirable theoretical properties only when a certain model, either the propensity score or outcome regression model, is correctly specified.

Causal Inference regression

Causal Rule Ensemble: Interpretable Discovery and Inference of Heterogeneous Treatment Effects

no code implementations18 Sep 2020 Falco J. Bargagli-Stoffi, Riccardo Cadei, Kwonsang Lee, Francesca Dominici

Estimation of subgroup-specific causal effects is performed via a two-stage approach for which we provide theoretical guarantees.

Causal Inference Epidemiology

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