yitalu / bayesian_data_analysis

A note for bayesian data analysis. It is based on Statistical Rethinking by Richard McElreath, and serves as a working mind map for myself, and hopefully for others. It is assumed users of this note have gone throught the Statistical Rethinking class at least once.

Content

• The Workflow

• Linear Models

  • Categorical variables
  • Interactions

• Causal Inference

• Model Comparisons

• MCMC

• Generalized Linear Models

• Multilevel Models and Covariance

• Missing Data and Bayesian Imputation

• Scientific/Theoretical/Causal/Structural Model

• Reporting Results of Bayesian Analysis

Resources

Online resources

References