عنوان

Regression modeling strategies :

3319194240

3319194259

9783319194240

9783319194257

9783319194257

bnb

b623898

Regression modeling strategies :

[Book]

with applications to linear models, logistic and ordinal regression, and survival analysis /

Frank E. Harrell, Jr.

Second edition.

xxv, 582 pages :

illustrations (some color) ;

27 cm

Springer series in statistics,

0172-7397

Includes bibliographical references (pages 539-570) 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.

0

This highly anticipated second edition features new chapters and sections, 225 new references, and comprehensive R software. In keeping with the previous edition, this book is about the art and science of data analysis and predictive modelling, which entails choosing and using multiple tools.

9783319194257

Linear models (Statistics)

Regression analysis.

Linear Models.

Regression Analysis.

Linear models (Statistics)

Mathematics.

Mathematics.

Regression analysis.

MAT029000

PBT

QA

Harrell, Frank E.

20201221083014.0

rda

[Book]

270410

Y