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The Resource Regression modeling strategies : with applications to linear models, logistic regression, and survival analysis, Frank E. Harrell, Jr

Regression modeling strategies : with applications to linear models, logistic regression, and survival analysis, Frank E. Harrell, Jr

Label
Regression modeling strategies : with applications to linear models, logistic regression, and survival analysis
Title
Regression modeling strategies
Title remainder
with applications to linear models, logistic regression, and survival analysis
Statement of responsibility
Frank E. Harrell, Jr
Creator
Subject
Language
eng
Member of
Cataloging source
DLC
http://library.link/vocab/creatorName
Harrell, Frank E
Dewey number
519.5/36
Illustrations
illustrations
Index
index present
LC call number
QA278.2
LC item number
.H387 2001
Literary form
non fiction
Nature of contents
bibliography
Series statement
Springer series in statistics
http://library.link/vocab/subjectName
  • Regression analysis
  • Linear models (Statistics)
Label
Regression modeling strategies : with applications to linear models, logistic regression, and survival analysis, Frank E. Harrell, Jr
Instantiates
Publication
Bibliography note
Includes bibliographical references (pages [527]-558) and index
Carrier category
volume
Carrier category code
nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
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
Control code
45820971
Dimensions
25 cm
Extent
xxii, 568 pages
Isbn
9780387952321
Isbn Type
(alk. paper)
Lccn
2001020045
Media category
unmediated
Media MARC source
rdamedia
Media type code
n
Other physical details
illustrations
Label
Regression modeling strategies : with applications to linear models, logistic regression, and survival analysis, Frank E. Harrell, Jr
Publication
Bibliography note
Includes bibliographical references (pages [527]-558) and index
Carrier category
volume
Carrier category code
nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
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
Control code
45820971
Dimensions
25 cm
Extent
xxii, 568 pages
Isbn
9780387952321
Isbn Type
(alk. paper)
Lccn
2001020045
Media category
unmediated
Media MARC source
rdamedia
Media type code
n
Other physical details
illustrations

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