Regression Modeling Strategies
With Applications to Linear Models, Logistic and Ordinal Regression, and Survival Analysis
Table of contents (21 chapters)
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Front Matter
Pages i-xxv
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Chapter
Pages 1-11
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Chapter
Pages 13-44
General Aspects of Fitting Regression Models
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Chapter
Pages 45-61
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Chapter
Pages 63-102
Multivariable Modeling Strategies
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Chapter
Pages 103-126
Describing, Resampling, Validating, and Simplifying the Model
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Chapter
Pages 127-142
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Chapter
Pages 143-160
Modeling Longitudinal Responses using Generalized Least Squares
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Chapter
Pages 161-180
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Chapter
Pages 181-217
Overview of Maximum Likelihood Estimation
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Chapter
Pages 219-274
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Chapter
Pages 275-289
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Chapter
Pages 291-310
Logistic Model Case Study 2: Survival of Titanic Passengers
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Chapter
Pages 311-325
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Chapter
Pages 327-358
Case Study in Ordinal Regression, Data Reduction, and Penalization
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Chapter
Pages 359-387
Regression Models for Continuous Y and Case Study in Ordinal Regression
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Chapter
Pages 389-398
Transform-Both-Sides Regression
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Chapter
Pages 399-422
Introduction to Survival Analysis
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Chapter
Pages 423-451
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Chapter
Pages 453-474
Case Study in Parametric Survival Modeling and Model Approximation
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Chapter
Pages 475-519
Cox Proportional Hazards Regression Model
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