Bayes Factors for Mixed Models: Perspective on Responses.
Bayes factors
Mixed effects
Mixed models
Random effects
Journal
Computational brain & behavior
ISSN: 2522-087X
Titre abrégé: Comput Brain Behav
Pays: Switzerland
ID NLM: 101728813
Informations de publication
Date de publication:
2023
2023
Historique:
accepted:
09
10
2022
entrez:
7
3
2023
pubmed:
8
3
2023
medline:
8
3
2023
Statut:
ppublish
Résumé
In van Doorn et al. (2021), we outlined a series of open questions concerning Bayes factors for mixed effects model comparison, with an emphasis on the impact of aggregation, the effect of measurement error, the choice of prior distributions, and the detection of interactions. Seven expert commentaries (partially) addressed these initial questions. Surprisingly perhaps, the experts disagreed (often strongly) on what is best practice-a testament to the intricacy of conducting a mixed effect model comparison. Here, we provide our perspective on these comments and highlight topics that warrant further discussion. In general, we agree with many of the commentaries that in order to take full advantage of Bayesian mixed model comparison, it is important to be aware of the specific assumptions that underlie the to-be-compared models.
Identifiants
pubmed: 36879767
doi: 10.1007/s42113-022-00158-x
pii: 158
pmc: PMC9981503
doi:
Types de publication
Journal Article
Langues
eng
Pagination
127-139Informations de copyright
© The Author(s) 2023.
Déclaration de conflit d'intérêts
Competing interestsThe authors declare no competing interests.
Références
Psychol Methods. 2021 Feb;26(1):103-126
pubmed: 32551748
Learn Behav. 2021 Sep;49(3):265-275
pubmed: 34378175
Psychon Bull Rev. 2019 Apr;26(2):452-467
pubmed: 30911907
Mem Cognit. 2012 Feb;40(2):145-60
pubmed: 22069144
Behav Res Methods. 2019 Jun;51(3):1042-1058
pubmed: 30719688
Psychon Bull Rev. 2019 Jun;26(3):772-789
pubmed: 30251148
J Mem Lang. 2013 Apr;68(3):
pubmed: 24403724
Psychon Bull Rev. 2022 Oct;29(5):1776-1794
pubmed: 35378671
Comput Brain Behav. 2019;2(1):35-47
pubmed: 30906918
Psychol Methods. 2022 Mar 10;:
pubmed: 35266787
Stat Med. 2021 May 20;40(11):2753-2758
pubmed: 33963582
J Math Psychol. 2000 Mar;44(1):108-132
pubmed: 10733860
Psychol Methods. 2017 Dec;22(4):779-798
pubmed: 29265850
Psychon Bull Rev. 2009 Apr;16(2):225-37
pubmed: 19293088