Matching Using Sufficient Dimension Reduction for Heterogeneity Causal Effect Estimation

Author:

Zhao Haoran1,Zhang Yinghao1,Cheng Debo2,Li Chen3,Feng Zaiwen4

Affiliation:

1. College of Science, Huazhong Agricultural University,Wuhan,China,430070

2. College of Computer Science and Engineering, Guangxi Normal University,Guilin,China,541000

3. Kyushu Institute of Technology,Department of Computer Science and Systems Engineering,Iizuka,Japan,820-8502

4. College of Informatics, Huazhong Agricultural University,Wuhan,China,430070

Funder

National Natural Science Foundation of China

Publisher

IEEE

Reference43 articles.

1. Matching to Remove Bias in Observational Studies

2. Estimating individual treatment effect: generalization bounds and algorithms;shalit;Proceedings of International Conference on Machine Learning,0

3. The central role of the propensity score in observational studies for causal effects

4. Causal effect inference with deep latent-variable models;louizos;Proceedings of Conference on Neural Information Processing Systems,0

5. On the Role of the Propensity Score in Efficient Semiparametric Estimation of Average Treatment Effects

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