DISCOVERING CAUSAL RELATIONS FROM CROSS-SECTIONAL DATA

被引:0
|
作者
Yang, Jing [1 ]
Wang, Aiguo [1 ]
Wang, Kunxia [1 ]
Li, Lian [1 ]
Pan, Xiang
机构
[1] Hefei Univ Technol, Sch Comp & Informat, Anhui Prov Key Lab Affect Comp & Adv Intelligent, Hefei, Peoples R China
关键词
Cross-sectional data; Bayesian network; Causal relations;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This study is to verify that the Bayesian Network can be used for discovering causal relations from cross-sectional data. Using the PCB, LIMB, and TC algorithm, this study analyzes causal relations in the real data from the National Health and Nutrition Examination Survey. Experimental results show that these algorithms can discover causal relations to various degrees.
引用
收藏
页码:63 / 67
页数:5
相关论文
共 50 条
  • [31] DEDUCTION OF CROSS-SECTIONAL RELATIONS ON THE ASSUMPTION OF ISOTOPIC INVARIANCE
    DUSHIN, N
    SHMUSHKEVICH, I
    [J]. DOKLADY AKADEMII NAUK SSSR, 1956, 106 (05): : 801 - 804
  • [32] How to Make Causal Inferences with Time-Series Cross-Sectional Data under Selection on Observables
    Blackwell, Matthew
    Glynn, Adam N.
    [J]. AMERICAN POLITICAL SCIENCE REVIEW, 2018, 112 (04) : 1067 - 1082
  • [33] PREVALENCE OF HYPERURICEMIA IN CHINESE ADULTS: DATA FROM A CROSS-SECTIONAL STUDY
    Zeng, J.
    Lawrence, W. R.
    [J]. ANNALS OF THE RHEUMATIC DISEASES, 2022, 81 : 1816 - 1817
  • [34] LINEAR-SYSTEM IDENTIFICATION FROM NONSTATIONARY CROSS-SECTIONAL DATA
    GOODRICH, RL
    CAINES, PE
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1979, 24 (03) : 403 - 411
  • [35] ECONOMIC DETERMINANTS OF FERTILITY - RESULTS FROM CROSS-SECTIONAL AGGREGATE DATA
    CAIN, GG
    WEININGER, A
    [J]. DEMOGRAPHY, 1973, 10 (02) : 205 - 221
  • [36] Procedure for Developing Accident Modification Factors from Cross-Sectional Data
    Bonnescin, James A.
    Pratt, Michael P.
    [J]. TRANSPORTATION RESEARCH RECORD, 2008, (2083) : 40 - 48
  • [38] Modeling metastatic progression from cross-sectional cancer genomics data
    Rupp, Kevin
    Loesch, Andreas
    Hu, Yanren Linda
    Nie, Chenxi
    Schill, Rudolf
    Klever, Maren
    Pfahler, Simon
    Grasedyck, Lars
    Wettig, Tilo
    Beerenwinkel, Niko
    Spang, Rainer
    [J]. BIOINFORMATICS, 2024, 40 : i140 - i150
  • [39] How useful are cross-sectional data from surveys of dental caries?
    Burt, BA
    [J]. COMMUNITY DENTISTRY AND ORAL EPIDEMIOLOGY, 1997, 25 (01) : 36 - 41
  • [40] Reconstruction of molecular network evolution from cross-sectional omics data
    Aflakparast, Mehran
    de Gunst, Mathisca C. M.
    van Wieringen, Wessel N.
    [J]. BIOMETRICAL JOURNAL, 2018, 60 (03) : 547 - 563