Bayesian analysis for mediation and moderation using g-priors.

被引:0
|
作者
Galharret, Jean-Michel [1 ]
Philippe, Anne [1 ]
机构
[1] Nantes Univ, CNRS, Lab Math Jean Leray, LMJL, F-44000 Nantes, France
关键词
Bayes factor; direct and indirect effects; g-priors; HYPOTHESES; COMMITMENT; LEADERSHIP; TUTORIAL;
D O I
10.1016/j.ecosta.2021.12.009
中图分类号
F [经济];
学科分类号
02 ;
摘要
A Bayesian analysis is proposed using an extension of g-priors for moderated mediation models. For this choice of priors, an explicit form of the marginal distribution is ob-tained. Testing procedure on the existence of direct, indirect and moderated effects are constructed using Bayes factor approach. This methodology is applied to analyze the as-sociation between empowering leadership and organisational commitment in two compa-nies.& COPY; 2022 EcoSta Econometrics and Statistics. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:161 / 172
页数:12
相关论文
共 50 条
  • [2] Bayesian analysis for the Lomax model using noninformative priors
    He, Daojiang
    Sun, Dongchu
    Zhu, Qing
    STATISTICAL THEORY AND RELATED FIELDS, 2023, 7 (01) : 61 - 68
  • [3] Moderated Mediation Analysis Using Bayesian Methods
    Wang, Lijuan
    Preacher, Kristopher J.
    STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 2015, 22 (02) : 249 - 263
  • [4] Mediation Analysis Using Bayesian Tree Ensembles
    Linero, Antonio R.
    Zhang, Qian
    PSYCHOLOGICAL METHODS, 2025, 30 (01) : 60 - 82
  • [5] Mediation Analysis Using Bayesian Tree Ensembles
    Linero, Antonio R.
    Zhang, Qian
    PSYCHOLOGICAL METHODS, 2025, 30 (01) : 60 - 82
  • [6] Mixtures of g priors for Bayesian variable selection
    Liang, Feng
    Paulo, Rui
    Molina, German
    Clyde, Merlise A.
    Berger, Jim O.
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2008, 103 (481) : 410 - 423
  • [7] MEDIATION, MODERATION AND CONDITIONAL PROCESS ANALYSIS
    Muller Prado, Paulo Henrique
    Korelo, Jose Carlos
    Lucena da Silva, Danielle Mantovani
    REVISTA BRASILEIRA DE MARKETING, 2014, 13 (04): : 4 - 24
  • [8] Bayesian Wavelet Analysis Using Nonlocal Priors with an Application to fMRI Analysis
    Sanyal N.
    Ferreira M.A.R.
    Sankhya B, 2017, 79 (2) : 361 - 388
  • [9] A Bayesian Analysis for the Homogeneity Testing Problem Using ε-Contaminated Priors
    Gomez-Villegas, Miguel A.
    Gonzalez-Perez, Beatriz
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2011, 40 (06) : 1049 - 1062
  • [10] A Practical Guide to Using Path Analysis: Mediation and Moderation in Accounting Research
    Jollineau, S. Jane
    Bowen, Robert M.
    JOURNAL OF FINANCIAL REPORTING, 2023, 8 (01): : 11 - 40