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Logistic regression : a self-learning text / David G. Kleinbaum, Mitchel Klein ; with contributions by Erica Rihl Pryor.
- Format:
- Book
- Author/Creator:
- Kleinbaum, David G.
- Series:
- Statistics for biology and health
- Language:
- English
- Subjects (All):
- Medicine--Research--Statistical methods.
- Medicine.
- Regression analysis.
- Logistic distribution.
- Biometry--methods.
- Models, Statistical.
- Regression Analysis.
- Medical Subjects:
- Biometry--methods.
- Models, Statistical.
- Regression Analysis.
- Physical Description:
- xiv, 513 pages : illustrations ; 25 cm.
- Edition:
- Second edition.
- Place of Publication:
- New York : Springer, [2002]
- Summary:
- This is the second edition of Logistic Regression: A Self-Learning Text. As in the first edition, each chapter contains a presentation of its topic in "lecture-book" format together with objectives, an outline, key formulae, practice exercises, and a test. The "lecture-book" has a sequence of illustrations and formulae in the left column of each page and a script (i.e., text) in the right column. This format allows the reader to follow the script in conjunction with the illustrations and formulae that highlight the main points, formulae, or examples being presented.
- Contents:
- Chapter 2 Important Special Cases of the Logistic Model 39
- Chapter 3 Computing the Odds Ratio in Logistic Regression 73
- Chapter 4 Maximum Likelihood Techniques: An Overview 101
- Chapter 5 Statistical Inferences Using Maximum Likelihood Techniques 125
- Chapter 6 Modeling Strategy Guidelines 161
- Chapter 7 Modeling Strategy for Assessing Interaction and Confounding 191
- Chapter 8 Analysis of Matched Data Using Logistic Regression 227
- Chapter 9 Polytomous Logistic Regression 267
- Chapter 10 Ordinal Logistic Regression 301
- Chapter 11 Logistic Regression for Correlated Data: GEE 327
- Chapter 12 GEE Examples 377
- Chapter 13 Other Approaches for Analysis of Correlated Data 405
- Appendix Computer Programs for Logistic Regression 437
- Datasets 438
- SAS 441
- SPSS 464
- Stata 474.
- Notes:
- Includes bibliographical references (pages 503-505) and index.
- Local Notes:
- Acquired for the Penn Libraries with assistance from the Elizabeth Kelsey Memorial Fund.
- From the parents and sisters of Elizabeth Kelsey, WG'97, in her memory; 2004/2005
- ISBN:
- 0387953973
- OCLC:
- 48892848
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