Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis - Softcover

Harrell, Frank E.

Softcover

ISBN 10: 1475734638 ISBN 13: 9781475734638

Publisher: Springer, 2013

Synopsis

Introduction * General Aspects of Fitting Regression Models * Missing Data * Multivariable Modeling Strategies * Resampling, Validating, Describing, and Simplifying the Model * S-PLUS Software * Case Study in Least Squares Fitting and Interpretation of a Linear Model * Case Study in Imputation and Data Reduction * Overview of Maximum Likelihood Estimation * Binary Logistic Regression * Logistic Model Case Study 1: Predicting Cause of Death * Logistic Model Case Study 2: Survival of Titanic Passengers * Ordinal Logistic Regression * Case Study in Ordinal Regrssion, Data Reduction, and Penalization * Models Using Nonparametic Transformations of X and Y * Introduction to Survival Analysis * Parametric Survival Models * Case Study in Parametric Survival Modeling and Model Approximation * Cox Proportional Hazards Regression Model * Case Study in Cox Regression

Edition details

• Publisher: Springer
• Publication date: 2013
• Language: English
• ISBN 10: 1475734638
• ISBN 13: 9781475734638
• Binding: Paperback
• Number of pages: 600