贝叶斯中介分析。
Bayesian mediation analysis.
机构信息
Department of Biostatistics, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA.
出版信息
Psychol Methods. 2009 Dec;14(4):301-22. doi: 10.1037/a0016972.
Abstract
In this article, we propose Bayesian analysis of mediation effects. Compared with conventional frequentist mediation analysis, the Bayesian approach has several advantages. First, it allows researchers to incorporate prior information into the mediation analysis, thus potentially improving the efficiency of estimates. Second, under the Bayesian mediation analysis, inference is straightforward and exact, which makes it appealing for studies with small samples. Third, the Bayesian approach is conceptually simpler for multilevel mediation analysis. Simulation studies and analysis of 2 data sets are used to illustrate the proposed methods. (PsycINFO Database Record (c) 2009 APA, all rights reserved).
摘要
在本文中，我们提出了中介效应的贝叶斯分析。与传统的频率派中介分析相比，贝叶斯方法有几个优势。首先，它允许研究人员将先验信息纳入中介分析中，从而潜在地提高估计的效率。其次，在贝叶斯中介分析中，推断是直接和精确的，这使得它对小样本研究很有吸引力。第三，贝叶斯方法对于多层次中介分析在概念上更为简单。模拟研究和两个数据集的分析用于说明所提出的方法。(PsycINFO 数据库记录 (c) 2009 APA，保留所有权利)。
相似文献
1
Bayesian mediation analysis.
Psychol Methods. 2009 Dec;14(4):301-22. doi: 10.1037/a0016972.
2
Mediation analysis using Bayesian tree ensembles.
Psychol Methods. 2025 Feb;30(1):60-82. doi: 10.1037/met0000504. Epub 2022 Jul 4.
3
Bayesian dynamic mediation analysis.
Psychol Methods. 2017 Dec;22(4):667-686. doi: 10.1037/met0000073. Epub 2016 Apr 28.
4
Inclusion Bayes factors for mixed hierarchical diffusion decision models.
Psychol Methods. 2024 Aug;29(4):625-655. doi: 10.1037/met0000582. Epub 2023 May 11.
5
Within-subject mediation analysis for experimental data in cognitive psychology and neuroscience.
Behav Res Methods. 2018 Oct;50(5):2125-2143. doi: 10.3758/s13428-017-0980-9.
6
Complexities in power analysis: Quantifying uncertainties with a Bayesian-classical hybrid approach.
Psychol Methods. 2019 Oct;24(5):590-605. doi: 10.1037/met0000208. Epub 2019 Feb 28.
7
Adapting fit indices for Bayesian structural equation modeling: Comparison to maximum likelihood.
Psychol Methods. 2020 Feb;25(1):46-70. doi: 10.1037/met0000224. Epub 2019 Jun 10.
8
A model-based test for treatment effects with probabilistic classifications.
Psychol Methods. 2018 Dec;23(4):672-689. doi: 10.1037/met0000173. Epub 2018 May 21.
9
Bayesian estimation and modeling: Editorial to the second special issue on Bayesian data analysis.
Psychol Methods. 2017 Dec;22(4):609-615. doi: 10.1037/met0000169.
10
Bayesian mediation analysis in trauma research.
Psychol Trauma. 2024 Jan;16(1):149-157. doi: 10.1037/tra0001439. Epub 2023 Feb 9.
引用本文的文献
1
The Impact of Neighborhood and Family Socioeconomic Status on Adolescents' Internalizing Symptoms: The Mediating Role of Pubertal Development Trajectory.
J Youth Adolesc. 2025 Aug 31. doi: 10.1007/s10964-025-02247-z.
2
Alcohol and Cannabis Use in Relation to Daily Marginalization in Transgender Individuals.
Psychol Sex Orientat Gend Divers. 2025 May 15. doi: 10.1037/sgd0000839.
3
When Age Matters: How Regulatory Emotional Self-Efficacy in Managing Negative Emotions Can Mitigate the Effects of Emotional Inertia for Younger Workers.
Healthcare (Basel). 2025 Aug 19;13(16):2047. doi: 10.3390/healthcare13162047.
4
Brain Volume Reductions and Relationship With Depression and Cognitive Functioning in Suicide in Older Adults: A Cross-Sectional and Longitudinal Study Using Bayesian Multilevel Modeling.
Biol Psychiatry Glob Open Sci. 2025 Jun 18;5(5):100552. doi: 10.1016/j.bpsgos.2025.100552. eCollection 2025 Sep.
5
Bayesian mediation analysis using patient-reported outcomes from AI chatbots to infer causal pathways in clinical trials.
PLoS One. 2025 Jul 24;20(7):e0326517. doi: 10.1371/journal.pone.0326517. eCollection 2025.
6
Neglect and Behavior Problems in Early Childhood: A Test of Indirect Effects Through Emotion Knowledge.
Child Psychiatry Hum Dev. 2025 May 31. doi: 10.1007/s10578-025-01851-1.
7
Language and economic behaviour: Future tense use causes less not more temporal discounting.
PLoS One. 2025 May 27;20(5):e0317422. doi: 10.1371/journal.pone.0317422. eCollection 2025.
8
Taking on the Invisible Third Shift: The Unequal Division of Cognitive Labor and Women's Work Outcomes.
Psychol Women Q. 2025 Jun;49(2):205-219. doi: 10.1177/03616843251330284. Epub 2025 Apr 21.
9
A meta-analysis on the effectiveness of serotype O foot-and-mouth disease vaccines.
Sci Rep. 2025 May 2;15(1):15381. doi: 10.1038/s41598-025-99518-3.
10
The impact of family members on aging persons' technology use intentions.
Heliyon. 2025 Jan 24;11(3):e42252. doi: 10.1016/j.heliyon.2025.e42252. eCollection 2025 Feb 15.
本文引用的文献
1
Multilevel Modeling of Individual and Group Level Mediated Effects.
Multivariate Behav Res. 2001 Apr 1;36(2):249-77. doi: 10.1207/S15327906MBR3602_06.
2
An Alternative Framework for Defining Mediation.
Multivariate Behav Res. 1998 Apr 1;33(2):295-312. doi: 10.1207/s15327906mbr3302_5.
3
Confidence Limits for the Indirect Effect: Distribution of the Product and Resampling Methods.
Multivariate Behav Res. 2004 Jan 1;39(1):99. doi: 10.1207/s15327906mbr3901_4.
4
A Simulation Study of Mediated Effect Measures.
Multivariate Behav Res. 1995 Jan 1;30(1):41. doi: 10.1207/s15327906mbr3001_3.
5
The PHLAME (Promoting Healthy Lifestyles: Alternative Models' Effects) firefighter study: outcomes of two models of behavior change.
J Occup Environ Med. 2007 Feb;49(2):204-13. doi: 10.1097/JOM.0b013e3180329a8d.
6
Mediation analysis.
Annu Rev Psychol. 2007;58:593-614. doi: 10.1146/annurev.psych.58.110405.085542.
7
Bayesian statistics in medicine: a 25 year review.
Stat Med. 2006 Nov 15;25(21):3589-631. doi: 10.1002/sim.2672.
8
Conceptualizing and testing random indirect effects and moderated mediation in multilevel models: new procedures and recommendations.
Psychol Methods. 2006 Jun;11(2):142-63. doi: 10.1037/1082-989X.11.2.142.
9
Lower level mediation in multilevel models.
Psychol Methods. 2003 Jun;8(2):115-28. doi: 10.1037/1082-989x.8.2.115.
10
Mediation in experimental and nonexperimental studies: new procedures and recommendations.
Psychol Methods. 2002 Dec;7(4):422-45.
Zotero 插件