Relationship of causal effects in a causal chain and related inference

被引：0
|
作者：
Zhi Geng
Yangbo He
Xueli Wang
机构：
[1] Peking University,School of Mathematical Sciences, LMAM
来源：
Science in China Series A: Mathematics | 2004年 / 47卷
关键词：
causal chain; causal inference; counterfactual model; graphical model; potential causal function;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
This paper discusses the relationship among the total causal effect and local causal effects in a causal chain and identifiability of causal effects. We show a transmission relationship of causal effects in a causal chain. According to the relationship, we give an approach to eliminating confounding bias through controlling for intermediate variables in a causal chain.
引用
收藏
相关论文
共 50 条
  • [1] Relationship of causal effects in a causal chain and related inference
    Geng, Z
    He, YB
    Wang, XL
    SCIENCE IN CHINA SERIES A-MATHEMATICS, 2004, 47 (05): : 730 - 740
  • [2] Relationship of causal effects in a causal chain and related inference
    GENG Zhi
    Science China Mathematics, 2004, (05) : 730 - 740
  • [3] The Causal Effects of Causal Inference Pedagogy
    Swanson, Sonja A. A.
    EPIDEMIOLOGY, 2023, 34 (05) : 611 - 613
  • [4] On the relationship of machine learning with causal inference
    Sheng-Hsuan Lin
    Mohammad Arfan Ikram
    European Journal of Epidemiology, 2020, 35 : 183 - 185
  • [5] On the relationship of machine learning with causal inference
    Lin, Sheng-Hsuan
    Ikram, Mohammad Arfan
    EUROPEAN JOURNAL OF EPIDEMIOLOGY, 2020, 35 (02) : 183 - 185
  • [6] Causal inference and related statistical methods
    GENG Zhi Center for Statistical Science
    BaosteelTechnicalResearch, 2010, 4(S1) (S1) : 95 - 95
  • [7] Causal inference, social networks and chain graphs
    Ogburn, Elizabeth L.
    Shpitser, Ilya
    Lee, Youjin
    JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 2020, 183 (04) : 1659 - 1676
  • [8] Causal Inference for Vaccine Effects on Infectiousness
    Halloran, M. Elizabeth
    Hudgens, Michael G.
    INTERNATIONAL JOURNAL OF BIOSTATISTICS, 2012, 8 (02):
  • [9] Causation and causal inference for genetic effects
    Stijn Vansteelandt
    Christoph Lange
    Human Genetics, 2012, 131 : 1665 - 1676
  • [10] Causation and causal inference for genetic effects
    Vansteelandt, Stijn
    Lange, Christoph
    HUMAN GENETICS, 2012, 131 (10) : 1665 - 1676
12345