SAS System for Linear Models, Third Edition
Ramon C. Littell, Ph.D., Rudolf J. Freund, Ph.D., Philip C. Spector, Ph.D.
Reference Aids vii
Acknowledgments ix
About the Authors xi
Using This Book xiii
Chapter 1 Regression
- Statistical Background
- Regression with the SAS System
- Using the REG Procedure
- Polynomial Models
- Weighted Regression
- Creating Data Sets
- Exact Collinearity: Linear Dependency
- Diagnostic Measures
-
Chapter 2 Analysis of Variance for Balanced Data
- Introduction
- One- and Two-Sample Tests and Statistics
- Comparison of Several Means: Analysis of Variance
Chapter 3 Analyzing Data with Random Effects
- Introduction
- Nested Classifications
- Two-Way Mixed Model
- A Classification with Both Crossed and Nested Effects
- Split-Plot Experiments
Chapter 4 Details of the Linear Model: Understanding GLM Concepts
- Introduction
- The Dummy-Variable Model
- Two-Way Classification: Unbalanced Data
- Proper Error Terms
Chapter 5 Examples of Special Applications
- Introduction
- Confounding in a Factorial Experiment
- A Balanced Incomplete Blocks Design
- A Crossover Design to Estimate Residual Effects
- Experiments with Qualitative and Quantitative Variables
- Lack-of-Fit Analysis
- Unbalanced Nested Structure
- Absorbing Nesting Effects
Chapter 6 Covariance and the Heterogeneity of Slopes
- Introduction
- A One-Way Structure
- Two-Way Structure without Interaction
- Two-Way Structure with Interaction
- Heterogeneity of Slopes
Chapter 7 Multivariate Linear Models
- Introduction
- Statistical Background
- A One-Way Multivariate Analysis of Variance
- Hotelling's T2 Test
- A Two-Factor Factorial
- Multivariate Analysis of Covariance
- Contrasts in Multivariate Analyses
Chapter 8 Repeated-Measures Analysis of Variance
- Introduction
- Multivariate Repeated-Measures Analysis Using the MANOVA Statement
- Multivariate Repeated-Measures Analysis Using the REPEATED Statement
- Univariate Repeated-Measures Analysis As a Split-Plot Design
- Univariate Repeated-Measures Variables: SUMMARY Option
- Contrasts among Dependent Variables: SUMMARY Option
- Two Repeated-Measures Factors: Multivariate and Univariate Analysis
Appendix Example Code 293
Chapter 1
Chapter 2
Chapter 3
Chapter 4
Chapter 5
Chapter 6
Chapter 7
Chapter 8
Index