Author | Harrell, Frank E. author |
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Title | Regression Modeling Strategies [electronic resource] : With Applications to Linear Models, Logistic Regression, and Survival Analysis / by Frank E. Harrell |
Imprint | New York, NY : Springer New York : Imprint: Springer, 2001 |
Connect to | http://dx.doi.org/10.1007/978-1-4757-3462-1 |
Descript | XXIV, 572 p. online resource |
1 Introduction -- 2 General Aspects of Fitting Regression Models -- 3 Missing Data -- 4 Multivariable Modeling Strategies -- 5 Resampling, Validating, Describing, and Simplifying the Model -- 6 S-Plus Software -- 7 Case Study in Least Squares Fitting and Interpretation of a Linear Model -- 8 Case Study in Imputation and Data Reduction -- 9 Overview of Maximum Likelihood Estimation -- 10 Binary Logistic Regression -- 11 Logistic Model Case Study 1: Predicting Cause of Death -- 12 Logistic Model Case Study 2: Survival of Titanic Passengers -- 13 Ordinal Logistic Regression -- 14 Case Study in Ordinal Regression, Data Reduction, and Penalization -- 15 Models Using Nonparametric Transformations of X and Y -- 16 Introduction to Survival Analysis -- 17 Parametric Survival Models -- 18 Case Study in Parametric Survival Modeling and Model Approximation -- 19 Cox Proportional Hazards Regression Model -- 20 Case Study in Cox Regression