Links to each lecture are in the following calendar. They are labelled by their contents. You are welcome to use these if you miss a class, want a second presentation of material, or prefer to see a person sometimes. Please the 2005 files only as a supplement. Don't ignore the 2009 files; they are the official course presentation.
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Week | Monday | Weds | Friday |
---|---|---|---|
1 |
Aug 22 Intro/Types of studies |
Aug 24 Design-based inference |
Aug 26 Lab: randomization and bootstrap |
2 |
Aug 29 T-tests |
Aug 31 Confidence intervals, Lab: SAS Intro |
Sep 2 Sample size, Power, SAS for t-tests |
3 | Sept 5 Labor Day, no lecture |
Sep 7 Assumptions and Diagnostics |
Sep 9 Assump. & Diagn. cont. |
4 |
Sept 12 Non-parametric tests, SAS for diagnostics |
Sep 14 Case Study, ANOVA |
Sep 16 ANOVA: SS and ANOVA table |
5 |
Sept 19 ANOVA: contrasts, SAS |
Sep 21 ANOVA: multiple comparisons |
Sep 23ANOVA: assumptions / sample size / blocks |
6 |
Sept 26 RCBD: model, ANOVA, MSE |
Sep 28 RCBD: random blocks |
Sep 30
RCBD: diagnostics, Lie Detector case study |
7 |
Oct 3 Categorical data, through odds ratios |
Oct 5 Discussion |
Oct 7
Contingency tables, Exact test, Paired data |
8 |
Oct 10 Case study and SAS for categorical data; Linear regression |
Oct 12 Linear Regression: estimation and inference |
Oct 14
Linear Regression: diagnostics and lack of fit test |
9 |
Oct 17 Case study and SAS for Linear regression |
Oct 19 Multiple regression, intro |
Oct 21 Multiple Regression:Estimation, tests |
10 |
Oct 24 Geometry of Multiple Regression, SAS |
Oct 26 Geometry (cont.), Interp. slopes, Tests, Collinearity |
Oct 28
Multicollinearity and Assumptions |
11 |
Oct 31 Diagnostics (linearity, equal variance), SAS for tests, collinearity |
Nov 2 Diagnostics (correlated errors, AR(1), normality) |
Nov 4
Modeling: Constructing X variables |
12 |
Nov 7 Case Studies in multiple regression (Births, Bodyfat) |
Nov 9 Question and Answer for midterm II |
Nov 11
Model Selection: Cp, AIC and BIC |
13 |
Nov 14 Model Selection: Algorithms Model Validation |
Nov 16 SAS for AR(1), Homework Q/A Two-way Factorials: SS |
Nov 18
Two-way factorials: cell means and factor effects models |
14 |
Nov 28 3 way interactions SAS for factorial ANOVA |
Nov 30 2^K factorials HW 11 discussion |
Dec 2
Random effects models Variance components |
15 |
Dec 5 Random effects: tests, variance of mean |
Dec 7 Split plot studies Factorial design with unequal n |
Dec 9
Discussion of Design case studies Question and Answer for final |