Literature DB >> 22798023

A default Bayesian hypothesis test for correlations and partial correlations.

Ruud Wetzels1, Eric-Jan Wagenmakers.   

Abstract

We propose a default Bayesian hypothesis test for the presence of a correlation or a partial correlation. The test is a direct application of Bayesian techniques for variable selection in regression models. The test is easy to apply and yields practical advantages that the standard frequentist tests lack; in particular, the Bayesian test can quantify evidence in favor of the null hypothesis and allows researchers to monitor the test results as the data come in. We illustrate the use of the Bayesian correlation test with three examples from the psychological literature. Computer code and example data are provided in the journal archives.

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Year:  2012        PMID: 22798023      PMCID: PMC3505519          DOI: 10.3758/s13423-012-0295-x

Source DB:  PubMed          Journal:  Psychon Bull Rev        ISSN: 1069-9384


  9 in total

1.  False-positive psychology: undisclosed flexibility in data collection and analysis allows presenting anything as significant.

Authors:  Joseph P Simmons; Leif D Nelson; Uri Simonsohn
Journal:  Psychol Sci       Date:  2011-10-17

2.  Rapid resumption of interrupted search is independent of age-related improvements in visual search.

Authors:  Alejandro Lleras; Mafalda Porporino; Jacob A Burack; James T Enns
Journal:  J Exp Child Psychol       Date:  2010-11-24

3.  A practical solution to the pervasive problems of p values.

Authors:  Eric-Jan Wagenmakers
Journal:  Psychon Bull Rev       Date:  2007-10

4.  Bayesian t tests for accepting and rejecting the null hypothesis.

Authors:  Jeffrey N Rouder; Paul L Speckman; Dongchu Sun; Richard D Morey; Geoffrey Iverson
Journal:  Psychon Bull Rev       Date:  2009-04

5.  How to quantify support for and against the null hypothesis: a flexible WinBUGS implementation of a default Bayesian t test.

Authors:  Ruud Wetzels; Jeroen G W Raaijmakers; Emöke Jakab; Eric-Jan Wagenmakers
Journal:  Psychon Bull Rev       Date:  2009-08

6.  A tutorial on a practical Bayesian alternative to null-hypothesis significance testing.

Authors:  Michael E J Masson
Journal:  Behav Res Methods       Date:  2011-09

Review 7.  Statistical Evidence in Experimental Psychology: An Empirical Comparison Using 855 t Tests.

Authors:  Ruud Wetzels; Dora Matzke; Michael D Lee; Jeffrey N Rouder; Geoffrey J Iverson; Eric-Jan Wagenmakers
Journal:  Perspect Psychol Sci       Date:  2011-05

8.  Intensive meditation training improves perceptual discrimination and sustained attention.

Authors:  Katherine A MacLean; Emilio Ferrer; Stephen R Aichele; David A Bridwell; Anthony P Zanesco; Tonya L Jacobs; Brandon G King; Erika L Rosenberg; Baljinder K Sahdra; Phillip R Shaver; B Alan Wallace; George R Mangun; Clifford D Saron
Journal:  Psychol Sci       Date:  2010-05-11

9.  Online social network size is reflected in human brain structure.

Authors:  R Kanai; B Bahrami; R Roylance; G Rees
Journal:  Proc Biol Sci       Date:  2011-10-19       Impact factor: 5.349

  9 in total
  113 in total

1.  More heads choose better than one: Group decision making can eliminate probability matching.

Authors:  Christin Schulze; Ben R Newell
Journal:  Psychon Bull Rev       Date:  2016-06

2.  Uncovering underlying processes of semantic priming by correlating item-level effects.

Authors:  Tom Heyman; Keith A Hutchison; Gert Storms
Journal:  Psychon Bull Rev       Date:  2016-04

3.  Temporal Prediction in lieu of Periodic Stimulation.

Authors:  Benjamin Morillon; Charles E Schroeder; Valentin Wyart; Luc H Arnal
Journal:  J Neurosci       Date:  2016-02-24       Impact factor: 6.167

4.  Uncovering a Role for the Dorsal Hippocampal Commissure in Recognition Memory.

Authors:  M Postans; G D Parker; H Lundell; M Ptito; K Hamandi; W P Gray; J P Aggleton; T B Dyrby; D K Jones; M Winter
Journal:  Cereb Cortex       Date:  2020-03-14       Impact factor: 5.357

5.  Double dissociation between the neural correlates of the general and specific factors of the Life Orientation Test-Revised.

Authors:  Guido Alessandri; Vilfredo De Pascalis
Journal:  Cogn Affect Behav Neurosci       Date:  2017-10       Impact factor: 3.282

6.  Thou Shalt Not Bear False Witness Against Null Hypothesis Significance Testing.

Authors:  Miguel A García-Pérez
Journal:  Educ Psychol Meas       Date:  2016-10-05       Impact factor: 2.821

7.  Spectral-editing measurements of GABA in the human brain with and without macromolecule suppression.

Authors:  Ashley D Harris; Nicolaas A J Puts; Peter B Barker; Richard A E Edden
Journal:  Magn Reson Med       Date:  2014-12-17       Impact factor: 4.668

8.  The drift diffusion model as the choice rule in reinforcement learning.

Authors:  Mads Lund Pedersen; Michael J Frank; Guido Biele
Journal:  Psychon Bull Rev       Date:  2017-08

9.  Shared and modality-specific brain regions that mediate auditory and visual word comprehension.

Authors:  Anne Keitel; Joachim Gross; Christoph Kayser
Journal:  Elife       Date:  2020-08-24       Impact factor: 8.140

10.  Apathy but not diminished expression in schizophrenia is associated with discounting of monetary rewards by physical effort.

Authors:  Matthias N Hartmann; Oliver M Hager; Anna V Reimann; Justin R Chumbley; Matthias Kirschner; Erich Seifritz; Philippe N Tobler; Stefan Kaiser
Journal:  Schizophr Bull       Date:  2014-07-22       Impact factor: 9.306

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