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
  • [1] Graphical Methods, Inductive Causal Inference, and Econometrics: A Literature Review
    Kwon, Dae-Heum
    Bessler, David A.
    COMPUTATIONAL ECONOMICS, 2011, 38 (01) : 85 - 106
  • [2] Causal inference and data fusion in econometrics
    Huenermund, Paul
    Bareinboim, Elias
    ECONOMETRICS JOURNAL, 2023, 28 (01): : 41 - 82
  • [3] CAUSAL INFERENCE WITH A GRAPHICAL HIERARCHY OF INTERVENTIONS
    Shpitser, Ilya
    Tchetgen, Eric Tchetgen
    ANNALS OF STATISTICS, 2016, 44 (06): : 2433 - 2466
  • [4] Graphical Causal Models for Survey Inference
    Schuessler, Julian
    Selb, Peter
    SOCIOLOGICAL METHODS & RESEARCH, 2025, 54 (01) : 74 - 105
  • [5] Review of Causal Discovery Methods Based on Graphical Models
    Glymour, Clark
    Zhang, Kun
    Spirtes, Peter
    FRONTIERS IN GENETICS, 2019, 10
  • [6] THE LOGIC OF CAUSAL INFERENCE - ECONOMETRICS AND THE CONDITIONAL ANALYSIS OF CAUSATION
    HOOVER, KD
    ECONOMICS AND PHILOSOPHY, 1990, 6 (02) : 207 - 234
  • [7] Methods for Estimation and Inference in Modern Econometrics
    Shalabh
    JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 2012, 175 : 822 - 822
  • [8] Applying Causal Inference Methods in Psychiatric Epidemiology: A Review
    Ohlsson, Henrik
    Kendler, Kenneth S.
    JAMA PSYCHIATRY, 2020, 77 (06) : 637 - 644
  • [9] Matching Methods for Causal Inference: A Review and a Look Forward
    Stuart, Elizabeth A.
    STATISTICAL SCIENCE, 2010, 25 (01) : 1 - 21
  • [10] The use of causal inference methods in gambling research: A review
    Hitcham, Lucy
    Tillsley, Jaimie
    Kim, Hyungseo
    Tunney, Richard
    James, Richard
    JOURNAL OF BEHAVIORAL ADDICTIONS, 2023, 12 : 315 - 315
12345