Cargando…
Bayesian inference for psychology. Part II: Example applications with JASP
Bayesian hypothesis testing presents an attractive alternative to p value hypothesis testing. Part I of this series outlined several advantages of Bayesian hypothesis testing, including the ability to quantify evidence and the ability to monitor and update this evidence as data come in, without the...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5862926/ https://www.ncbi.nlm.nih.gov/pubmed/28685272 http://dx.doi.org/10.3758/s13423-017-1323-7 |
_version_ | 1783308312593301504 |
---|---|
author | Wagenmakers, Eric-Jan Love, Jonathon Marsman, Maarten Jamil, Tahira Ly, Alexander Verhagen, Josine Selker, Ravi Gronau, Quentin F. Dropmann, Damian Boutin, Bruno Meerhoff, Frans Knight, Patrick Raj, Akash van Kesteren, Erik-Jan van Doorn, Johnny Šmíra, Martin Epskamp, Sacha Etz, Alexander Matzke, Dora de Jong, Tim van den Bergh, Don Sarafoglou, Alexandra Steingroever, Helen Derks, Koen Rouder, Jeffrey N. Morey, Richard D. |
author_facet | Wagenmakers, Eric-Jan Love, Jonathon Marsman, Maarten Jamil, Tahira Ly, Alexander Verhagen, Josine Selker, Ravi Gronau, Quentin F. Dropmann, Damian Boutin, Bruno Meerhoff, Frans Knight, Patrick Raj, Akash van Kesteren, Erik-Jan van Doorn, Johnny Šmíra, Martin Epskamp, Sacha Etz, Alexander Matzke, Dora de Jong, Tim van den Bergh, Don Sarafoglou, Alexandra Steingroever, Helen Derks, Koen Rouder, Jeffrey N. Morey, Richard D. |
author_sort | Wagenmakers, Eric-Jan |
collection | PubMed |
description | Bayesian hypothesis testing presents an attractive alternative to p value hypothesis testing. Part I of this series outlined several advantages of Bayesian hypothesis testing, including the ability to quantify evidence and the ability to monitor and update this evidence as data come in, without the need to know the intention with which the data were collected. Despite these and other practical advantages, Bayesian hypothesis tests are still reported relatively rarely. An important impediment to the widespread adoption of Bayesian tests is arguably the lack of user-friendly software for the run-of-the-mill statistical problems that confront psychologists for the analysis of almost every experiment: the t-test, ANOVA, correlation, regression, and contingency tables. In Part II of this series we introduce JASP (http://www.jasp-stats.org), an open-source, cross-platform, user-friendly graphical software package that allows users to carry out Bayesian hypothesis tests for standard statistical problems. JASP is based in part on the Bayesian analyses implemented in Morey and Rouder’s BayesFactor package for R. Armed with JASP, the practical advantages of Bayesian hypothesis testing are only a mouse click away. |
format | Online Article Text |
id | pubmed-5862926 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-58629262018-03-28 Bayesian inference for psychology. Part II: Example applications with JASP Wagenmakers, Eric-Jan Love, Jonathon Marsman, Maarten Jamil, Tahira Ly, Alexander Verhagen, Josine Selker, Ravi Gronau, Quentin F. Dropmann, Damian Boutin, Bruno Meerhoff, Frans Knight, Patrick Raj, Akash van Kesteren, Erik-Jan van Doorn, Johnny Šmíra, Martin Epskamp, Sacha Etz, Alexander Matzke, Dora de Jong, Tim van den Bergh, Don Sarafoglou, Alexandra Steingroever, Helen Derks, Koen Rouder, Jeffrey N. Morey, Richard D. Psychon Bull Rev Brief Report Bayesian hypothesis testing presents an attractive alternative to p value hypothesis testing. Part I of this series outlined several advantages of Bayesian hypothesis testing, including the ability to quantify evidence and the ability to monitor and update this evidence as data come in, without the need to know the intention with which the data were collected. Despite these and other practical advantages, Bayesian hypothesis tests are still reported relatively rarely. An important impediment to the widespread adoption of Bayesian tests is arguably the lack of user-friendly software for the run-of-the-mill statistical problems that confront psychologists for the analysis of almost every experiment: the t-test, ANOVA, correlation, regression, and contingency tables. In Part II of this series we introduce JASP (http://www.jasp-stats.org), an open-source, cross-platform, user-friendly graphical software package that allows users to carry out Bayesian hypothesis tests for standard statistical problems. JASP is based in part on the Bayesian analyses implemented in Morey and Rouder’s BayesFactor package for R. Armed with JASP, the practical advantages of Bayesian hypothesis testing are only a mouse click away. Springer US 2017-07-06 2018 /pmc/articles/PMC5862926/ /pubmed/28685272 http://dx.doi.org/10.3758/s13423-017-1323-7 Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Brief Report Wagenmakers, Eric-Jan Love, Jonathon Marsman, Maarten Jamil, Tahira Ly, Alexander Verhagen, Josine Selker, Ravi Gronau, Quentin F. Dropmann, Damian Boutin, Bruno Meerhoff, Frans Knight, Patrick Raj, Akash van Kesteren, Erik-Jan van Doorn, Johnny Šmíra, Martin Epskamp, Sacha Etz, Alexander Matzke, Dora de Jong, Tim van den Bergh, Don Sarafoglou, Alexandra Steingroever, Helen Derks, Koen Rouder, Jeffrey N. Morey, Richard D. Bayesian inference for psychology. Part II: Example applications with JASP |
title | Bayesian inference for psychology. Part II: Example applications with JASP |
title_full | Bayesian inference for psychology. Part II: Example applications with JASP |
title_fullStr | Bayesian inference for psychology. Part II: Example applications with JASP |
title_full_unstemmed | Bayesian inference for psychology. Part II: Example applications with JASP |
title_short | Bayesian inference for psychology. Part II: Example applications with JASP |
title_sort | bayesian inference for psychology. part ii: example applications with jasp |
topic | Brief Report |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5862926/ https://www.ncbi.nlm.nih.gov/pubmed/28685272 http://dx.doi.org/10.3758/s13423-017-1323-7 |
work_keys_str_mv | AT wagenmakersericjan bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT lovejonathon bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT marsmanmaarten bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT jamiltahira bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT lyalexander bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT verhagenjosine bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT selkerravi bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT gronauquentinf bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT dropmanndamian bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT boutinbruno bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT meerhofffrans bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT knightpatrick bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT rajakash bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT vankesterenerikjan bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT vandoornjohnny bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT smiramartin bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT epskampsacha bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT etzalexander bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT matzkedora bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT dejongtim bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT vandenberghdon bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT sarafogloualexandra bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT steingroeverhelen bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT derkskoen bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT rouderjeffreyn bayesianinferenceforpsychologypartiiexampleapplicationswithjasp AT moreyrichardd bayesianinferenceforpsychologypartiiexampleapplicationswithjasp |