We demonstrate the use of three popular Bayesian software packages that enable researchers to estimate parameters in a broad class of models that are commonly used in psychological research. We focus on WinBUGS, JAGS, and Stan, and show how they can be interfaced from R and MATLAB. We illustrate the use of the packages through two fully worked examples; the examples involve a simple univariate linear regression and fitting a multinomial processing tree model to data from a classic false-memory experiment. We conclude with a comparison of the strengths and weaknesses of the packages. Our example code, data, and this text are available via https://osf.io/ucmaz/
To estimate psychophysical performance, psychometric functions are usually modeled as sigmoidal func...
To estimate psychophysical performance, psychometric functions are usually modeled as sigmoidal func...
We introduce the fundamental tenets of Bayesian inference, which derive from two basic laws of proba...
We demonstrate the use of three popular Bayesian software packages that enable researchers to estima...
We demonstrate the use of three popular Bayesian software packages that enable researchers to estima...
We demonstrate the use of three popular Bayesian software packages that enable researchers to estima...
Bayesian methods have become increasingly popular in social sciences due to its flexibility in accom...
Bayesian hypothesis testing presents an attractive alternative to p value hypothesis testing. Part I...
How can we best understand and analyze data obtained from psychological experiments? Throughout this...
In the psychological literature, there are two seemingly different approaches to inference: that fro...
Research in psychology generates complex data and often requires unique statistical analyses. These ...
This tutorial on Bayesian inference targets psychological researchers who are trained in the null hy...
From simple NLMs to complex GLMMs, this book describes how to use the GUI for WinBUGS - BugsXLA - an...
Using Bayesian methods to apply computational models of cognitive processes, or Bayesian cognitive m...
Researchers in numerical cognition rely on hypothesis testing and parameter estimation to evaluate t...
To estimate psychophysical performance, psychometric functions are usually modeled as sigmoidal func...
To estimate psychophysical performance, psychometric functions are usually modeled as sigmoidal func...
We introduce the fundamental tenets of Bayesian inference, which derive from two basic laws of proba...
We demonstrate the use of three popular Bayesian software packages that enable researchers to estima...
We demonstrate the use of three popular Bayesian software packages that enable researchers to estima...
We demonstrate the use of three popular Bayesian software packages that enable researchers to estima...
Bayesian methods have become increasingly popular in social sciences due to its flexibility in accom...
Bayesian hypothesis testing presents an attractive alternative to p value hypothesis testing. Part I...
How can we best understand and analyze data obtained from psychological experiments? Throughout this...
In the psychological literature, there are two seemingly different approaches to inference: that fro...
Research in psychology generates complex data and often requires unique statistical analyses. These ...
This tutorial on Bayesian inference targets psychological researchers who are trained in the null hy...
From simple NLMs to complex GLMMs, this book describes how to use the GUI for WinBUGS - BugsXLA - an...
Using Bayesian methods to apply computational models of cognitive processes, or Bayesian cognitive m...
Researchers in numerical cognition rely on hypothesis testing and parameter estimation to evaluate t...
To estimate psychophysical performance, psychometric functions are usually modeled as sigmoidal func...
To estimate psychophysical performance, psychometric functions are usually modeled as sigmoidal func...
We introduce the fundamental tenets of Bayesian inference, which derive from two basic laws of proba...