Graphical Methods, Inductive Causal Inference, and Econometrics: A Literature Review

被引：0
|
作者：
Dae-Heum Kwon
David A. Bessler
机构：
[1] Korean Rural Economic Institute (KREI),
[2] Texas A&M University,undefined
来源：
Computational Economics | 2011年 / 38卷
关键词：
Machine learning; Directed acyclic graphs; Markov condition; Causality; Econometrics; C10; C20; C30; C40;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
Recent work with graphical methods for inductive causal inference with observational econometric data is reviewed and compared with earlier work. Two alternative algorithms are described. Caveats on applications are discussed.
引用
收藏
页码：85 / 106
页数：21
相关论文
共 50 条
  • [31] Semiparametric Inference for Causal Effects in Graphical Models with Hidden Variables
    Bhattacharya, Rohit
    Nabi, Razieh
    Shpitser, Ilya
    Journal of Machine Learning Research, 2022, 23
  • [32] Statistics and causal inference: A review
    Pearl, J
    TEST, 2003, 12 (02) : 281 - 318
  • [33] Statistics and causal inference: A review
    Judea Pearl
    Test, 2003, 12 : 281 - 345
  • [34] Inductive link prediction on temporal networks through causal inference
    Pan, Zhiqiang
    Cai, Fei
    Chen, Wanyu
    Shao, Taihua
    Guo, Yupu
    Chen, Honghui
    INFORMATION SCIENCES, 2024, 681
  • [35] Causal Inference Using Graphical Models with the R Package pcalg
    Kalisch, Markus
    Maechler, Martin
    Colombo, Diego
    Maathuis, Marloes H.
    Buehlmann, Peter
    JOURNAL OF STATISTICAL SOFTWARE, 2012, 47 (11): : 1 - 26
  • [36] TRANSLATION PROBLEMS IN CAUSAL REASONING - GRAPHICAL REPRESENTATION AND INFERENCE STRATEGY
    DIBBLE, E
    SHAKLEE, H
    BULLETIN OF THE PSYCHONOMIC SOCIETY, 1991, 29 (06) : 493 - 493
  • [37] Semiparametric Inference For Causal Effects In Graphical Models With Hidden Variables
    Bhattacharya, Rohit
    Nabi, Razieh
    Shpitser, Ilya
    JOURNAL OF MACHINE LEARNING RESEARCH, 2022, 23 : 1 - 76
  • [38] Causal inference using regression-based statistical control: Confusion in Econometrics
    Chao, Fan
    Yu, Guang
    JOURNAL OF DATA AND INFORMATION SCIENCE, 2023, 8 (01) : 21 - 28
  • [39] Causal inference using regression-based statistical control: Confusion in Econometrics
    Fan Chao
    Guang Yu
    Journal of Data and Information Science, 2023, (01) : 21 - 28
  • [40] Causal inference and data fusion in econometrics (Mar, utad008, 2023)
    Hunermund, Paul
    Bareinboim, Elias
    ECONOMETRICS JOURNAL, 2024,
12345