Bayesian statistics

Statistics

• Bayesian average
• Bayesian interpolation
• Bayesian ranking
• Bayesian regression
  • Bayesian linear regression
• Bayesian workflow
• Conjugate prior
• Gibbs sampling
• Physics and Bayesian statistics
• Statistical inference

Libraries

• JAGS - Just Another Gibbs Sampler
• Bayesian first aid - provide Bayesian counterparts for common tests.
• ArviZ: Exploratory analysis of Bayesian models

Books and tutorials

• http://www.indiana.edu/~kruschke/DoingBayesianDataAnalysis/
• Bayesian Reasoning and Machine Learning
• Think Bayes
• Bayesian Methods for Hackers
• Bayesian Analysis Recipes

Articles

• http://goodmorningeconomics.wordpress.com/2010/11/15/the-promise-of-bayesian-statistics/
  • http://goodmorningeconomics.wordpress.com/2010/11/16/the-promise-of-bayesian-statistics-pt-2/
• http://normaldeviate.wordpress.com/2012/11/17/what-is-bayesianfrequentist-inference/

Talks

• Bayesian or Frequentist, Which Are You?
• Frequentism and Bayesianism: What’s the Big Deal? | SciPy 2014 | Jake VanderPlas
• An Attempt At Demystifying Bayesian Deep Learning by Eric Ma