Date |
Topic |
Reading |
Handouts |
Assignment |
Calendar Topics Subject to Change - Please Refresh your Browser |
| 8/24 |
Introduction to Modern Statistical Data Analysis |
R
Intro
Chapter 1, Appendix A |
|
|
| 8/26 |
Intro to R
Exploratory Data Analysis
|
see the computing page for additional R resources |
emacs, ESS,
EDA Part 1 (R code) |
|
| 8/31 |
Exploratory Data Analysis |
|
|
|
| 9/2 |
Exploratory Data Analysis |
|
|
|
| 9/4 |
Friday: Drop/Add Period Ends |
| 9/7 |
Introduction to Bayesian Inference - Why Bayes? |
Hoff Ch 1-2 |
Bayes Intro
|
|
| 9/9 |
Bayes Inference for Proportions |
Hoff Ch 3 |
|
|
| 9/14 |
Bayesian Inference for
Exponential Families
|
Hoff Ch 3 |
Exponential
R-code |
|
| 9/16 |
More on Prior Distributions |
|
|
|
| 9/21 |
Monte Carlo Approximations
|
|
|
|
| 9/23 |
|
Hoff Ch 5 |
|
|
| 9/28 |
Predictive Distributions |
Hoff Ch 4-5 |
|
|
| 9/30 |
Gibbs Sampling |
|
|
|
| 10/5 |
Fall Break - No Class |
| 10/7 |
|
Hoff Ch 6 |
|
|
| 10/12 |
|
Hoff Ch 6 |
|
|
| 10/14 |
Multivariate Normal |
Hoff Ch 7 |
|
|
| 10/19 |
Multivariate Normal and NonConjugate Priors
Review
|
Hoff Ch 7 |
Midterm 08
key
R-code
|
|
| 10/21 |
Midterm |
|
|
|
| 10/26 |
Missing Data and Imputation |
Hoff Ch 7 |
|
|
| 10/28 |
Group Comparisons
and Hierachical Models |
Hoff Ch 8 |
Bayes random
effects
hsb.dat, R-code |
|
| 11/2 |
Hierachical Models |
Hoff Ch 8 |
Unequal Variances
R-code
|
|
| 11/4 |
Linear Regression |
Hoff Ch 9 |
|
|
| 11/9 |
|
Hoff Ch 9 |
multiple regression
R-code |
|
| 11/11 |
Model Choice
|
Hoff Ch 9 |
Variable Selection
R-code |
|
| 11/16 |
Predictions with Hierarchical Models
|
Hoff Ch 11 |
Hierarchical Regression
hier.R |
|
| 11/18 |
Logistic Regression |
Hoff Ch 11 |
|
|
| 11/23 |
Hierarchical Logistic Regression
Poisson Regression
|
|
logistic-hier.R
Poisson
R code
africa.dat
|
|
| 11/26-12/7 |
Graduate Reading Period |
| 12/12 |
|