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Table Of Contents

1. Introduction to Statistical Software and Alzheimer's Data
2. Review of Introductory Statistical Methods
3. Generalized Linear Models
4. Hierarchical Regression Models for Continuous Responses
5. Hierarchical Logistic Regression Models
6. Bayesian Regression Models
7. Multiple Membership Models
8. Survival Data Analysis
9. Modeling Responses with Time-dependent Covariates
10. Joint Modeling of Mean and Dispersion
11. Neural Networks and Other Machine Learning Techniques for Big Data
12. Case Study