A Review of Applications of the Bayes Factor in Psychological Research

Daniel W. Heck; Udo Boehm; Florian Böing-Messing; Paul Christian Bürkner; Koen Derks; Zoltan Dienes; Qianrao Fu; Xin Gu; Diana Karimova; Henk A.L. Kiers; Irene Klugkist; Rebecca M. Kuiper; Michael D. Lee; Roger Leenders; Hidde J. Leplaa; Maximilian Linde; Alexander Ly; Marlyne Meijerink-Bosman; Mirjam Moerbeek; Joris Mulder; Bence Palfi; Felix D. Schönbrodt; Jorge N. Tendeiro; Don van den Bergh; Caspar J.Van Lissa; Don van Ravenzwaaij; Wolf Vanpaemel; Eric Jan Wagenmakers; Donald R. Williams; Mariëlle Zondervan-Zwijnenburg; Herbert Hoijtink

doi:10.1037/met0000454

A Review of Applications of the Bayes Factor in Psychological Research

Daniel W. Heck^*
, Udo Boehm
, Florian Böing-Messing
, Paul Christian Bürkner
, Koen Derks
, Zoltan Dienes
, Qianrao Fu
, Xin Gu
, Diana Karimova
, Henk A.L. Kiers
, Irene Klugkist
, Rebecca M. Kuiper
, Michael D. Lee
, Roger Leenders
, Hidde J. Leplaa
, Maximilian Linde
, Alexander Ly
, Marlyne Meijerink-Bosman
, Mirjam Moerbeek
, Joris Mulder

Bence Palfi, Felix D. Schönbrodt, Jorge N. Tendeiro, Don van den Bergh, Caspar J.Van Lissa, Don van Ravenzwaaij, Wolf Vanpaemel, Eric Jan Wagenmakers, Donald R. Williams, Mariëlle Zondervan-Zwijnenburg, Herbert Hoijtink

^*Tämän työn vastaava kirjoittaja

University of Marburg
University of Amsterdam
Jheronimus Academy of Data Science (JADS)
Tilburg University
University of Stuttgart
University of Sussex
Utrecht University
East China Normal University
University of Groningen
University of California
Centrum voor Wiskunde en Informatica
Ludwig Maximilian University of Munich
Hiroshima University
ICRI
University of California
Nyenrode Business University

Tutkimustuotos: Lehtiartikkeli › Review Article › vertaisarvioitu

71 Sitaatiot (Scopus)

Abstrakti

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 article is concluded with a discussion of the opportunities and pitfalls of Bayes factor applications and a sketch of corresponding future research lines.

Alkuperäiskieli	Englanti
Artikkeli	0000454
Sivut	558–579
Sivumäärä	22
Julkaisu	Psychological Methods
Vuosikerta	28
Numero	3
Varhainen verkossa julkaisun päivämäärä	2022
DOI - pysyväislinkit	https://doi.org/10.1037/met0000454
Tila	Julkaistu - 2023
OKM-julkaisutyyppi	A2 Katsausartikkeli tieteellisessä aikakauslehdessä

Rahoitus

Daniel W. Heck, proposed the idea for this article. Herbert Hoijtink, initiated the article. They jointly collected all contributions and constructed the article and accompanying website. The names of all contributing authors are listed in alphabetical order. While working on this article, the last author was supported by a fellowship from the Netherlands Institute for Advanced Study in the Humanities and Social Sciences (NIAS-KNAW).

Pääsy asiakirjaan

10.1037/met0000454

https://research.tilburguniversity.edu/en/publications/a-review-of-applications-of-the-bayes-factor-in-psychological-res

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Heck, D. W., Boehm, U., Böing-Messing, F., Bürkner, P. C., Derks, K., Dienes, Z., Fu, Q., Gu, X., Karimova, D., Kiers, H. A. L., Klugkist, I., Kuiper, R. M., Lee, M. D., Leenders, R., Leplaa, H. J., Linde, M., Ly, A., Meijerink-Bosman, M., Moerbeek, M., ... Hoijtink, H. (2023). A Review of Applications of the Bayes Factor in Psychological Research. Psychological Methods, 28(3), 558–579. Artikkeli 0000454. https://doi.org/10.1037/met0000454

@article{d6cdd8b047ba41bcb4de63585122175d,

title = "A Review of Applications of the Bayes Factor in Psychological Research",

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 article is concluded with a discussion of the opportunities and pitfalls of Bayes factor applications and a sketch of corresponding future research lines.",

keywords = "Bayes factor, Evidence, Hypothesis testing, Model selection, Theory evaluation",

author = "Heck, \{Daniel W.\} and Udo Boehm and Florian B{\"o}ing-Messing and B{\"u}rkner, \{Paul Christian\} and Koen Derks and Zoltan Dienes and Qianrao Fu and Xin Gu and Diana Karimova and Kiers, \{Henk A.L.\} and Irene Klugkist and Kuiper, \{Rebecca M.\} and Lee, \{Michael D.\} and Roger Leenders and Leplaa, \{Hidde J.\} and Maximilian Linde and Alexander Ly and Marlyne Meijerink-Bosman and Mirjam Moerbeek and Joris Mulder and Bence Palfi and Sch{\"o}nbrodt, \{Felix D.\} and Tendeiro, \{Jorge N.\} and \{van den Bergh\}, Don and Lissa, \{Caspar J.Van\} and \{van Ravenzwaaij\}, Don and Wolf Vanpaemel and Wagenmakers, \{Eric Jan\} and Williams, \{Donald R.\} and Mari{\"e}lle Zondervan-Zwijnenburg and Herbert Hoijtink",

note = "Funding Information: Daniel W. Heck, proposed the idea for this article. Herbert Hoijtink, initiated the article. They jointly collected all contributions and constructed the article and accompanying website. The names of all contributing authors are listed in alphabetical order. While working on this article, the last author was supported by a fellowship from the Netherlands Institute for Advanced Study in the Humanities and Social Sciences (NIAS-KNAW). Publisher Copyright: {\textcopyright} 2022 American Psychological Association",

year = "2023",

doi = "10.1037/met0000454",

language = "English",

volume = "28",

pages = "558–579",

journal = "Psychological Methods",

issn = "1082-989X",

publisher = "American Psychological Association",

number = "3",

}

Heck, DW, Boehm, U, Böing-Messing, F, Bürkner, PC, Derks, K, Dienes, Z, Fu, Q, Gu, X, Karimova, D, Kiers, HAL, Klugkist, I, Kuiper, RM, Lee, MD, Leenders, R, Leplaa, HJ, Linde, M, Ly, A, Meijerink-Bosman, M, Moerbeek, M, Mulder, J, Palfi, B, Schönbrodt, FD, Tendeiro, JN, van den Bergh, D, Lissa, CJV, van Ravenzwaaij, D, Vanpaemel, W, Wagenmakers, EJ, Williams, DR, Zondervan-Zwijnenburg, M & Hoijtink, H 2023, 'A Review of Applications of the Bayes Factor in Psychological Research', Psychological Methods, Vuosikerta 28, Nro 3, 0000454, Sivut 558–579. https://doi.org/10.1037/met0000454

TY - JOUR

T1 - A Review of Applications of the Bayes Factor in Psychological Research

AU - Heck, Daniel W.

AU - Boehm, Udo

AU - Böing-Messing, Florian

AU - Bürkner, Paul Christian

AU - Derks, Koen

AU - Dienes, Zoltan

AU - Fu, Qianrao

AU - Gu, Xin

AU - Karimova, Diana

AU - Kiers, Henk A.L.

AU - Klugkist, Irene

AU - Kuiper, Rebecca M.

AU - Lee, Michael D.

AU - Leenders, Roger

AU - Leplaa, Hidde J.

AU - Linde, Maximilian

AU - Ly, Alexander

AU - Meijerink-Bosman, Marlyne

AU - Moerbeek, Mirjam

AU - Mulder, Joris

AU - Palfi, Bence

AU - Schönbrodt, Felix D.

AU - Tendeiro, Jorge N.

AU - van den Bergh, Don

AU - Lissa, Caspar J.Van

AU - van Ravenzwaaij, Don

AU - Vanpaemel, Wolf

AU - Wagenmakers, Eric Jan

AU - Williams, Donald R.

AU - Zondervan-Zwijnenburg, Mariëlle

AU - Hoijtink, Herbert

N1 - Funding Information: Daniel W. Heck, proposed the idea for this article. Herbert Hoijtink, initiated the article. They jointly collected all contributions and constructed the article and accompanying website. The names of all contributing authors are listed in alphabetical order. While working on this article, the last author was supported by a fellowship from the Netherlands Institute for Advanced Study in the Humanities and Social Sciences (NIAS-KNAW). Publisher Copyright: © 2022 American Psychological Association

PY - 2023

Y1 - 2023

N2 - 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 article is concluded with a discussion of the opportunities and pitfalls of Bayes factor applications and a sketch of corresponding future research lines.

AB - 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 article is concluded with a discussion of the opportunities and pitfalls of Bayes factor applications and a sketch of corresponding future research lines.

KW - Bayes factor

KW - Evidence

KW - Hypothesis testing

KW - Model selection

KW - Theory evaluation

UR - https://www.scopus.com/pages/publications/85130622750

U2 - 10.1037/met0000454

DO - 10.1037/met0000454

M3 - Review Article

AN - SCOPUS:85130622750

SN - 1082-989X

VL - 28

SP - 558

EP - 579

JO - Psychological Methods

JF - Psychological Methods

IS - 3

M1 - 0000454

ER -

A Review of Applications of the Bayes Factor in Psychological Research

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