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Logistic Regression Models - Chapman & Hall / CRC Texts in Statistical Science Hilbe, Joseph M. (California Institute of Technology, Pasadena, and Arizona State University, Tempe, USA) 第1 版
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Logistic Regression Models - Chapman & Hall / CRC Texts in Statistical Science
Hilbe, Joseph M. (California Institute of Technology, Pasadena, and Arizona State University, Tempe, USA)
Logistic Regression Models presents an overview of the full range of logistic models, including binary, proportional, ordered, partially ordered, and unordered categorical response regression procedures. Other topics discussed include panel, survey, skewed, penalized, and exact logistic models. The text illustrates how to apply the various models to health, environmental, physical, and social science data.
Examples illustrate successful modeling
The text first provides basic terminology and concepts, before explaining the foremost methods of estimation (maximum likelihood and IRLS) appropriate for logistic models. It then presents an in-depth discussion of related terminology and examines logistic regression model development and interpretation of the results. After focusing on the construction and interpretation of various interactions, the author evaluates assumptions and goodness-of-fit tests that can be used for model assessment. He also covers binomial logistic regression, varieties of overdispersion, and a number of extensions to the basic binary and binomial logistic model. Both real and simulated data are used to explain and test the concepts involved. The appendices give an overview of marginal effects and discrete change as well as a 30-page tutorial on using Stata commands related to the examples used in the text. Stata is used for most examples while R is provided at the end of the chapters to replicate examples in the text.
Apply the models to your own data
Data files for examples and questions used in the text as well as code for user-authored commands are provided on the book?s website, formatted in Stata, R, Excel, SAS, SPSS, and Limdep.
656 pages, 25 black & white illustrations, 22 black & white tables
| メディア | 書籍 Paperback Book (ソフトカバーで背表紙を接着した本) |
| リリース済み | 2017年5月25日 |
| ISBN13 | 9781138106710 |
| 出版社 | Taylor & Francis Ltd |
| ページ数 | 656 |
| 寸法 | 234 × 158 × 44 mm · 960 g |
| 言語 | 英語 |
