Regression modeling strategies : with applications to linear models, logistic and ordinal regression, and survival analysis / Frank E. Harrell, Jr [electronic resource]
Material type:
Computer filePublication details: Cham, Switzerland : Springer, 2015Edition: Second editionDescription: 1 online resource (xxv, 582 pages) : illustrations (some color)ISBN: - 9783319194257 (E-book)
- QA 278.2 H37R 2015
| Item type | Current library | Collection | Shelving location | Call number | Status | Barcode | Course reserves | |
|---|---|---|---|---|---|---|---|---|
E-Book
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SPU Library, Bangkok (Main Campus) | Electronic Resources | On Display | QA 278.2 H37R 2015 (Browse shelf(Opens below)) | Available | 9783319194257 |
ความน่าจะเป็นและสถิติ (PROBABILITY AND STATISTICS) ภาคการศึกษาที่ 1 |
Includes bibliographical references and index
Introduction -- General Aspects of Fitting Regression Models -- Missing Data -- Multivariable Modeling Strategies -- Describing, Resampling, Validating and Simplifying the Model -- R Software -- Modeling Longitudinal Responses using Generalized Least Squares -- Case Study in Data Reduction -- Overview of Maximum Likelihood Estimation -- Binary Logistic Regression -- Binary Logistic Regression Case Study 1 -- Logistic Model Case Study 2: Survival of Titanic Passengers -- Ordinal Logistic Regression -- Case Study in Ordinal Regression, Data Reduction and Penalization.- Regression Models for Continuous Y and Case Study in Ordinal Regression -- Transform-Both-Sides Regression -- 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
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