The JASP guidelines for conducting and reporting a Bayesian analysis

Autor: Alexander Etz, Maarten Marsman, Nathan J. Evans, Jan G. Voelkel, Dora Matzke, Quentin Frederik Gronau, Alexandra Sarafoglou, Julia M. Haaf, Max Hinne, Alexander Ly, Eric-Jan Wagenmakers, Udo Böhm, Akash R. Komarlu Narendra Gupta, Don van den Bergh, Johnny van Doorn, Angelika Stefan, Fabian Dablander, Šimon Kucharský, Tim Draws, Koen Derks
Přispěvatelé: Centrum Wiskunde & Informatica, Amsterdam (CWI), The Netherlands
Rok vydání: 2020
Předmět:
Bayesian probability
Bayesian inference
Experimental and Cognitive Psychology
bepress|Social and Behavioral Sciences|Psychology|Quantitative Psychology
Guidelines as Topic
Machine learning
computer.software_genre
050105 experimental psychology
03 medical and health sciences
0302 clinical medicine
Empirical research
Arts and Humanities (miscellaneous)
Developmental and Educational Psychology
Statistical reasoning
PsyArXiv|Social and Behavioral Sciences|Quantitative Methods|Statistical Methods
Humans
0501 psychology and cognitive sciences
Statistical software
Models
Statistical
Theoretical Review
business.industry
Scientific reporting
05 social sciences
Bayes Theorem
Cognitive artificial intelligence
PsyArXiv|Social and Behavioral Sciences
Research Design
Data Interpretation
Statistical
bepress|Social and Behavioral Sciences
Artificial intelligence
PsyArXiv|Social and Behavioral Sciences|Quantitative Methods
Psychology
business
Research setting
computer
030217 neurology & neurosurgery
Zdroj: Psychonomic Bulletin & Review
Psychonomic Bulletin & Review, 28, 813-826
Psychonomic Bulletin & Review, 28, 3, pp. 813-826
ISSN: 1531-5320
1069-9384
Popis: Despite the increasing popularity of Bayesian inference in empirical research, few practical guidelines provide detailed recommendations for how to apply Bayesian procedures and interpret the results. Here we offer specific guidelines for four different stages of Bayesian statistical reasoning in a research setting: planning the analysis, executing the analysis, interpreting the results, and reporting the results. The guidelines for each stage are illustrated with a running example. Although the guidelines are geared towards analyses performed with the open-source statistical software JASP, most guidelines extend to Bayesian inference in general.
Databáze: OpenAIRE
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