Regression Modeling Strategies

With Applications to Linear Models, Logistic Regression, and Survival Analysis

Authors:

ISBN: 978-1-4419-2918-1 (Print) 978-1-4757-3462-1 (Online)

Table of contents (20 chapters)

  1. Front Matter

    Pages i-xxiii

  2. No Access

    Chapter

    Pages 1-9

    Introduction

  3. No Access

    Chapter

    Pages 11-40

    General Aspects of Fitting Regression Models

  4. No Access

    Chapter

    Pages 41-52

    Missing Data

  5. No Access

    Chapter

    Pages 53-85

    Multivariable Modeling Strategies

  6. No Access

    Chapter

    Pages 87-103

    Resampling, Validating, Describing, and Simplifying the Model

  7. No Access

    Chapter

    Pages 105-120

    S-Plus Software

  8. No Access

    Chapter

    Pages 121-146

    Case Study in Least Squares Fitting and Interpretation of a Linear Model

  9. No Access

    Chapter

    Pages 147-177

    Case Study in Imputation and Data Reduction

  10. No Access

    Chapter

    Pages 179-213

    Overview of Maximum Likelihood Estimation

  11. No Access

    Chapter

    Pages 215-267

    Binary Logistic Regression

  12. No Access

    Chapter

    Pages 269-298

    Logistic Model Case Study 1: Predicting Cause of Death

  13. No Access

    Chapter

    Pages 299-330

    Logistic Model Case Study 2: Survival of Titanic Passengers

  14. No Access

    Chapter

    Pages 331-343

    Ordinal Logistic Regression

  15. No Access

    Chapter

    Pages 345-373

    Case Study in Ordinal Regression, Data Reduction, and Penalization

  16. No Access

    Chapter

    Pages 375-388

    Models Using Nonparametric Transformations of X and Y

  17. No Access

    Chapter

    Pages 389-412

    Introduction to Survival Analysis

  18. No Access

    Chapter

    Pages 413-442

    Parametric Survival Models

  19. No Access

    Chapter

    Pages 443-464

    Case Study in Parametric Survival Modeling and Model Approximation

  20. No Access

    Chapter

    Pages 465-507

    Cox Proportional Hazards Regression Model

  21. No Access

    Chapter

    Pages 509-522

    Case Study in Cox Regression

  22. Back Matter

    Pages 523-571