STAT 7630 Bayesian Statistics by Peng Zeng

Computer Codes

• More examples
• Bayes.R

01. Introduction

• Spelling correction

02. Bayesian Inference for Single-Parameter Models

• Happiness of females
• Birth rates
• Monte Carlo approximation

03. Bayesian Inference for Normal Models

• Midge wing length
• Speed of light
• IQ of a person
• Soccer goals
• Reading comprehension

04. Stan for Bayesian Inference

• Midge wing length
• midge.stan

05. Markov Chain Monte Carlo Methods

• R codes
• grouped-normal.stan
• Height of plants

06. Bayesian Linear Regression Models

• Extinction time of birds
• Breeding success of puffins
• Diabetes patients

07. More Bayesian Regression Models

• Song sparrow
• Donner party
• Education attainment
• CO2 and temperature
• Ovarian cancer
• stan code for loglinear model
• stan code for osurvival analysis

08. Hierarchical Modeling and Mixed-Effect Models

• Heart transplant mortality rate [heart.stan]
• Math scores in US public schools [hier-normal.stan]
• Math scores and SES [linear_mixed.stan]
• Tumor growth [loglinear_mixed.stan]