Douglas Bates Stat 692 Notes

This document connects to Douglas Bates’ GitHub notes for R used in Stat 692. These notes were used in Fall 2014 and Fall 2015 (as Stat 627) in a course taught jointly with Brian Yandell.

R Introduction

1. Course Resources
2. Data frames, examining structure
3. Introduction to the Tidyverse (nee Hadleyverse)
4. The ggplot2 graphics package

Linear Models and other Statistics Aspects

• Simple linear regression
• Formulas for linear models
• ANOVA for multi-factor experiments
• Inference for a regression line
• densities.Rmd

Simulations

• Simulation studies using R
• Speed of simulations
• Simulating linear model fits

Big Data

• ReadingBigData.Rmd