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May, 2025
因果效应的时刻
Moments of Causal Effects
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Yuta Kawakami, Jin Tian
TL;DR
本研究解决了因果推断中对因果效应时刻的评估问题。本文提出了因果效应时刻及其乘积时刻的定义、识别定理和界限,分析了这些指标的分布及关系。研究结果展示了从有限样本中估计因果效应时刻的方法,并通过实际医学数据集进行了应用验证,具有重要的现实意义。
Abstract
The moments of random variables are fundamental statistical measures for characterizing the shape of a
Probability Distribution
, encompassing metrics such as mean, variance, skewness, and kurtosis. Additionally, the
Pro
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