Tutorial: Bayesian Regression in R (using brms)
This tutorial provides the reader with a basic tutorial on how to perform a Bayesian regression in brms, using Stan instead of as the MCMC sampler. Throughout this tutorial, the reader will be guided through importing data files, exploring summary statistics and regression analyses. Here, we will ex...
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ftdatacite:10.5281/zenodo.5275197 2023-05-15T16:30:35+02:00 Tutorial: Bayesian Regression in R (using brms) Smeets, Laurent van de Schoot, Rens 2019 https://dx.doi.org/10.5281/zenodo.5275197 https://zenodo.org/record/5275197 en eng Zenodo https://zenodo.org/communities/stats_training https://dx.doi.org/10.5281/zenodo.3962123 https://dx.doi.org/10.5281/zenodo.5275196 https://zenodo.org/communities/stats_training Open Access Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 info:eu-repo/semantics/openAccess CC-BY R tutorial methodology statistics psychology behavioral science biomedical science social science data analysis CreativeWork article InteractiveResource 2019 ftdatacite https://doi.org/10.5281/zenodo.5275197 https://doi.org/10.5281/zenodo.3962123 https://doi.org/10.5281/zenodo.5275196 2021-11-05T12:55:41Z This tutorial provides the reader with a basic tutorial on how to perform a Bayesian regression in brms, using Stan instead of as the MCMC sampler. Throughout this tutorial, the reader will be guided through importing data files, exploring summary statistics and regression analyses. Here, we will exclusively focus on Bayesian statistics. : Since we continuously improve the tutorials, let us know via Github (https://github.com/Rensvandeschoot/Tutorials) if you discover mistakes, or if you have additional resources we can refer to. : {"references": ["Benjamin, D. J., Berger, J., Johannesson, M., Nosek, B. A., Wagenmakers, E.,\u2026 Johnson, V. (2017, July 22). Redefine statistical significance. Retrieved from psyarxiv.com/mky9j", "Greenland, S., Senn, S. J., Rothman, K. J., Carlin, J. B., Poole, C., Goodman, S. N. Altman, D. G. (2016). Statistical tests, P values, confidence intervals, and power: a guide to misinterpretations. European Journal of Epidemiology 31 (4). https://doi.org/10.1007/s10654-016-0149-3", "Hoffman, M. D., & Gelman, A. (2014). The No-U-turn sampler: adaptively setting path lengths in Hamiltonian Monte Carlo. Journal of Machine Learning Research, 15(1), 1593-1623.", "van de Schoot R, Yerkes MA, Mouw JM, Sonneveld H (2013) What Took Them So Long? Explaining PhD Delays among Doctoral Candidates. PLoS ONE 8(7): e68839. https://doi.org/10.1371/journal.pone.0068839", "Trafimow D, Amrhein V, Areshenkoff CN, Barrera-Causil C, Beh EJ, Bilgi? Y, Bono R, Bradley MT, Briggs WM, Cepeda-Freyre HA, Chaigneau SE, Ciocca DR, Carlos Correa J, Cousineau D, de Boer MR, Dhar SS, Dolgov I, G?mez-Benito J, Grendar M, Grice J, Guerrero-Gimenez ME, Guti?rrez A, Huedo-Medina TB, Jaffe K, Janyan A, Karimnezhad A, Korner-Nievergelt F, Kosugi K, Lachmair M, Ledesma R, Limongi R, Liuzza MT, Lombardo R, Marks M, Meinlschmidt G, Nalborczyk L, Nguyen HT, Ospina R, Perezgonzalez JD, Pfister R, Rahona JJ, Rodr?guez-Medina DA, Rom?o X, Ruiz-Fern?ndez S, Suarez I, Tegethoff M, Tejo M, ** van de Schoot R** , Vankov I, Velasco-Forero S, Wang T, Yamada Y, Zoppino FC, Marmolejo-Ramos F. (2017) Manipulating the alpha level cannot cure significance testing \u2013 comments on \"Redefine statistical significance\" PeerJ reprints 5:e3411v1 https://doi.org/10.7287/peerj.preprints.3411v1"]} Article in Journal/Newspaper Greenland DataCite Metadata Store (German National Library of Science and Technology) Greenland Medina ENVELOPE(-66.233,-66.233,-68.453,-68.453) Briggs ENVELOPE(-63.017,-63.017,-64.517,-64.517) Ramos ENVELOPE(-59.700,-59.700,-62.500,-62.500) Correa ENVELOPE(-61.500,-61.500,-64.400,-64.400) Goodman ENVELOPE(-72.232,-72.232,-75.240,-75.240) Suarez ENVELOPE(-145.700,-145.700,-86.450,-86.450) Chaigneau ENVELOPE(-63.700,-63.700,-66.317,-66.317) |
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Open Polar |
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DataCite Metadata Store (German National Library of Science and Technology) |
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English |
topic |
R tutorial methodology statistics psychology behavioral science biomedical science social science data analysis |
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R tutorial methodology statistics psychology behavioral science biomedical science social science data analysis Smeets, Laurent van de Schoot, Rens Tutorial: Bayesian Regression in R (using brms) |
topic_facet |
R tutorial methodology statistics psychology behavioral science biomedical science social science data analysis |
description |
This tutorial provides the reader with a basic tutorial on how to perform a Bayesian regression in brms, using Stan instead of as the MCMC sampler. Throughout this tutorial, the reader will be guided through importing data files, exploring summary statistics and regression analyses. Here, we will exclusively focus on Bayesian statistics. : Since we continuously improve the tutorials, let us know via Github (https://github.com/Rensvandeschoot/Tutorials) if you discover mistakes, or if you have additional resources we can refer to. : {"references": ["Benjamin, D. J., Berger, J., Johannesson, M., Nosek, B. A., Wagenmakers, E.,\u2026 Johnson, V. (2017, July 22). Redefine statistical significance. Retrieved from psyarxiv.com/mky9j", "Greenland, S., Senn, S. J., Rothman, K. J., Carlin, J. B., Poole, C., Goodman, S. N. Altman, D. G. (2016). Statistical tests, P values, confidence intervals, and power: a guide to misinterpretations. European Journal of Epidemiology 31 (4). https://doi.org/10.1007/s10654-016-0149-3", "Hoffman, M. D., & Gelman, A. (2014). The No-U-turn sampler: adaptively setting path lengths in Hamiltonian Monte Carlo. Journal of Machine Learning Research, 15(1), 1593-1623.", "van de Schoot R, Yerkes MA, Mouw JM, Sonneveld H (2013) What Took Them So Long? Explaining PhD Delays among Doctoral Candidates. PLoS ONE 8(7): e68839. https://doi.org/10.1371/journal.pone.0068839", "Trafimow D, Amrhein V, Areshenkoff CN, Barrera-Causil C, Beh EJ, Bilgi? Y, Bono R, Bradley MT, Briggs WM, Cepeda-Freyre HA, Chaigneau SE, Ciocca DR, Carlos Correa J, Cousineau D, de Boer MR, Dhar SS, Dolgov I, G?mez-Benito J, Grendar M, Grice J, Guerrero-Gimenez ME, Guti?rrez A, Huedo-Medina TB, Jaffe K, Janyan A, Karimnezhad A, Korner-Nievergelt F, Kosugi K, Lachmair M, Ledesma R, Limongi R, Liuzza MT, Lombardo R, Marks M, Meinlschmidt G, Nalborczyk L, Nguyen HT, Ospina R, Perezgonzalez JD, Pfister R, Rahona JJ, Rodr?guez-Medina DA, Rom?o X, Ruiz-Fern?ndez S, Suarez I, Tegethoff M, Tejo M, ** van de Schoot R** , Vankov I, Velasco-Forero S, Wang T, Yamada Y, Zoppino FC, Marmolejo-Ramos F. (2017) Manipulating the alpha level cannot cure significance testing \u2013 comments on \"Redefine statistical significance\" PeerJ reprints 5:e3411v1 https://doi.org/10.7287/peerj.preprints.3411v1"]} |
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Article in Journal/Newspaper |
author |
Smeets, Laurent van de Schoot, Rens |
author_facet |
Smeets, Laurent van de Schoot, Rens |
author_sort |
Smeets, Laurent |
title |
Tutorial: Bayesian Regression in R (using brms) |
title_short |
Tutorial: Bayesian Regression in R (using brms) |
title_full |
Tutorial: Bayesian Regression in R (using brms) |
title_fullStr |
Tutorial: Bayesian Regression in R (using brms) |
title_full_unstemmed |
Tutorial: Bayesian Regression in R (using brms) |
title_sort |
tutorial: bayesian regression in r (using brms) |
publisher |
Zenodo |
publishDate |
2019 |
url |
https://dx.doi.org/10.5281/zenodo.5275197 https://zenodo.org/record/5275197 |
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Greenland Medina Briggs Ramos Correa Goodman Suarez Chaigneau |
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Greenland Medina Briggs Ramos Correa Goodman Suarez Chaigneau |
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Greenland |
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https://zenodo.org/communities/stats_training https://dx.doi.org/10.5281/zenodo.3962123 https://dx.doi.org/10.5281/zenodo.5275196 https://zenodo.org/communities/stats_training |
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Open Access Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 info:eu-repo/semantics/openAccess |
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CC-BY |
op_doi |
https://doi.org/10.5281/zenodo.5275197 https://doi.org/10.5281/zenodo.3962123 https://doi.org/10.5281/zenodo.5275196 |
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