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A review of applications of the Bayes factor in psychological research

Authors :
Heck, Daniel W.
Boehm, Udo
Böing-Messing, Florian
Bürkner, P
Derks, K
Dienes, Z
Fu, Q
Gu, X
Karimova, Diana
Kiers, H
Klugkist, I
Kuiper, R. M.
Lee, M.D.
Leenders, Roger
Leplaa, H.J.
Linde, M
Ly, A
Meijerink, Marlyne
Moerbeek, M.
Mulder, Joris
Palfi, B
Schönbrodt, F
Tendeiro, J
van den Bergh, D
van Lissa, C.
van Ravenzwaaij, D
Vanpaemel, W
Wagenmakers, E
Williams, D.R.
Zondervan-Zwijnenburg, M
Hoijtink, H.
Heck, Daniel W.
Boehm, Udo
Böing-Messing, Florian
Bürkner, P
Derks, K
Dienes, Z
Fu, Q
Gu, X
Karimova, Diana
Kiers, H
Klugkist, I
Kuiper, R. M.
Lee, M.D.
Leenders, Roger
Leplaa, H.J.
Linde, M
Ly, A
Meijerink, Marlyne
Moerbeek, M.
Mulder, Joris
Palfi, B
Schönbrodt, F
Tendeiro, J
van den Bergh, D
van Lissa, C.
van Ravenzwaaij, D
Vanpaemel, W
Wagenmakers, E
Williams, D.R.
Zondervan-Zwijnenburg, M
Hoijtink, H.
Source :
Psychological Methods vol.28 (2023) nr.3 p.558-579 [ISSN 1082-989X]
Publication Year :
2023

Abstract

The last 25 years have shown a steady increase in attention for the Bayes factor as a tool for hypothesis evaluation and model selection. The present review highlights the potential of the Bayes factor in psychological research. We discuss six types of applications: Bayesian evaluation of point null, interval, and informative hypotheses, Bayesian evidence synthesis, Bayesian variable selection and model averaging, and Bayesian evaluation of cognitive models. We elaborate what each application entails, give illustrative examples, and provide an overview of key references and software with links to other applications. The paper is concluded with a discussion of the opportunities and pitfalls of Bayes factor applications and a sketch of corresponding future research lines.

Details

Database :
OAIster
Journal :
Psychological Methods vol.28 (2023) nr.3 p.558-579 [ISSN 1082-989X]
Notes :
DOI: 10.1037/met0000454, Psychological Methods vol.28 (2023) nr.3 p.558-579 [ISSN 1082-989X], English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1291688330
Document Type :
Electronic Resource