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Lecture Notes, Code and Output

Session Date Section Notes Code/Output
1 W 01/16 Course Presentation
Concepts
slides SPSS Demo
NONPARAMETRIC STATISTICS
2 F 01/18 9.1 Why Nonparametric Tests
9.2 The Sign Test
slides SAS
3 W 01/23 9.3 The Wilcoxon Signed Rank test
9.4 The Wilcoxon Rank Sum Test
slides SAS
4 F 01/25 9.5 The Kruskal-Wallis Test
9.6 The Friedman Test
FIRST MID-TERM TEST (take-home)
slides SAS
ANALYSIS OF VARIANCE
5 W 01/30 12.1 Assumptions for use of ANOVA
12.2 One-way ANOVA
slides SPSS SAS
6 F 02/01 12.3 Multiple comparisons slides SPSS SAS
7 W 02/06 12.5 Two-Way ANOVA with Interaction slides SPSS SAS
8 F 02/08 12.4 ANOVA for the Randomized Block Design slides SPSS SAS
9 W 02/13 12.6 Linear Models for one- and two-way treatment structures in the CRD and RCB designs slides SPSS SAS
10 F 02/15 12.6 Linear Models for one- and two-way treatment structures in the CRD and RCB designs
12.7 ANOVA with unequal subgroup numbers
slides SPSS SAS
W 02/20 SECOND MID-TERM TEST
SIMPLE LINEAR REGRESSION
11 F 02/22 13.1.1 Estimation of Coefficients
13.1.2 Variance of Y|X
13.1.3 The Coefficient of Determination (R2)
slides SPSS SAS
12 W 02/27 13.2.1 Assumptions for Inference in Linear Regression
13.2.2 Regression Diagnostics
13.2.3 The Slope Coefficient
13.2.4 The Y-intercept
13.2.5 ANOVA Table Summary
slides SPSS SAS
13 F 02/29 13.3.1 Confidence Interval for the mean
13.3.2 Confidence Interval for the prediction
slides SPSS SAS
MULTIPLE LINEAR REGRESSION
14 W 03/05 13.4 Multiple Linear Regression (MLR)
13.4.1 MLR Model
13.4.2 Specification of the MLR Model
slides SPSS SAS
15 F 03/07 13.4.3 Parameter estimation slides SPSS SAS
16 W 03/12 13.4.4 Multicollinearity slides SPSS SAS
17 F 03/14 13.4.5 Dummy variable regression slides SPSS SAS
W 03/19 THIRD MID-TERM TEST
F 03/21 Good Friday Holiday
CATEGORICAL DATA ANALYSIS
18 W 03/26 An Introduction to Categorical Data Analysis slides respire.SAS
arthrit.SAS
19 F 03/28 10.1 The Goodness-of-fit Test
10.2 Two-way contingency tables(1)
10.2.3 Measures of association
slides
20 W 04/02 10.2 Two-way contingency tables(2)
10.2.2 Chi-Square Test
10.2.3 Fisher’s Exact Test
slides dye.SAS
spouse_height.SAS
wife_smoker.SAS
21 F 04/04 10.3 The r by c contingency table
10.4 Multiple contingency tables
slides clinic_treatment.SAS
bipoloar.SAS
coronary.SAS
LOGISTIC REGRESSION
22 W 04/09 14.1.1 Proportion, odds and logit
14.1.2 Estimation of Parameters
23 F 04/11 14.1.2 Statistical inference
14.1.3 Computer Output
14.2.2 Residuals
slides horseshoe.SAS sentencing.SAS
24 W 04/16 14.2.1 Multiple logistic regression: model and assumptions slides horseshoe.SAS
25 F 04/18 14.3 Ordered logistic regression slides order.SAS
W 04/23 FOURTH MID-TERM TEST
SURVIVAL ANALYSIS
26 F 04/25 11.1 Data Collection in Follow-up Studies
11.2 The Life Table Method
11.3 The product Limit Method
slides
27 W 04/30 11.4.1 The CMH Test
11.4.2 The Normal Distribution Approach
11.4.3 The Log-Rank Test
11.4.4 Use of the CMH Approach with Small Data Sets
Other considerations
slides
28 F 05/02 14.5 Introduction to Proportional Hazards Regression
Other considerations
slides
F 05/07 FIFTH MID-TERM TEST