用因果森林估计处理效应:一项应用
统计方法学
2019-02-21 v1
摘要
我们将因果森林应用于源自国家学习心态研究的数据集,并考量由此产生的实际与概念性挑战。特别地,我们讨论了因果森林如何利用估计的倾向得分以对混杂更具鲁棒性,以及它们如何处理具有聚类误差的数据。
引用
@article{arxiv.1902.07409,
title = {Estimating Treatment Effects with Causal Forests: An Application},
author = {Susan Athey and Stefan Wager},
journal= {arXiv preprint arXiv:1902.07409},
year = {2019}
}
备注
This note will appear in an upcoming issue of Observational Studies, Empirical Investigation of Methods for Heterogeneity, that compiles several analyses of the same dataset