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Bayesian estimation of explained variance in ANOVA designs
We propose to use the squared multiple correlation coefficient as an effect size measure for experimental analysis‐of‐variance designs and to use Bayesian methods to estimate its posterior distribution. We provide the expressions for the squared multiple, semipartial, and partial correlation coeffic...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6618269/ https://www.ncbi.nlm.nih.gov/pubmed/31341338 http://dx.doi.org/10.1111/stan.12173 |
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author | Marsman, Maarten Waldorp, Lourens Dablander, Fabian Wagenmakers, Eric‐Jan |
author_facet | Marsman, Maarten Waldorp, Lourens Dablander, Fabian Wagenmakers, Eric‐Jan |
author_sort | Marsman, Maarten |
collection | PubMed |
description | We propose to use the squared multiple correlation coefficient as an effect size measure for experimental analysis‐of‐variance designs and to use Bayesian methods to estimate its posterior distribution. We provide the expressions for the squared multiple, semipartial, and partial correlation coefficients corresponding to four commonly used analysis‐of‐variance designs and illustrate our contribution with two worked examples. |
format | Online Article Text |
id | pubmed-6618269 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-66182692019-07-22 Bayesian estimation of explained variance in ANOVA designs Marsman, Maarten Waldorp, Lourens Dablander, Fabian Wagenmakers, Eric‐Jan Stat Neerl Original Articles We propose to use the squared multiple correlation coefficient as an effect size measure for experimental analysis‐of‐variance designs and to use Bayesian methods to estimate its posterior distribution. We provide the expressions for the squared multiple, semipartial, and partial correlation coefficients corresponding to four commonly used analysis‐of‐variance designs and illustrate our contribution with two worked examples. John Wiley and Sons Inc. 2019-03-27 2019-08 /pmc/articles/PMC6618269/ /pubmed/31341338 http://dx.doi.org/10.1111/stan.12173 Text en © 2019 The Authors. Statistica Neerlandica published by John Wiley & Sons Ltd on behalf of VVS. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Articles Marsman, Maarten Waldorp, Lourens Dablander, Fabian Wagenmakers, Eric‐Jan Bayesian estimation of explained variance in ANOVA designs |
title | Bayesian estimation of explained variance in ANOVA designs |
title_full | Bayesian estimation of explained variance in ANOVA designs |
title_fullStr | Bayesian estimation of explained variance in ANOVA designs |
title_full_unstemmed | Bayesian estimation of explained variance in ANOVA designs |
title_short | Bayesian estimation of explained variance in ANOVA designs |
title_sort | bayesian estimation of explained variance in anova designs |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6618269/ https://www.ncbi.nlm.nih.gov/pubmed/31341338 http://dx.doi.org/10.1111/stan.12173 |
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