Special Topics in Statistical Modelling

Text Outline

This text covers the basics of:

1. Exploring data
2. One-sample tests
3. Two-sample tests
4. ANOVA and linear regression
5. Generalized linear models
6. Some special topics
7. Maybe a bit about power calculations…

Part Outline

This part of the text contains the chapters on various different special statistical models:

• Linear Mixed Effects Models
• Structural Equation Models
• Cox Proportional Hazards Regression
• (TBD) Multivariate Methods for Genetics/Genomics
• Ridge, LASSO, and Elastic Net Regression