Chapman & Hall/CRC Texts in Statistical Science- Logistic Regression Models

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  • Engels
  • Paperback
  • 9781138106710
  • 25 mei 2017
  • 656 pagina's
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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. See Professor Hilbe discuss the book.

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en
Bindwijze
Paperback
Oorspronkelijke releasedatum
25 mei 2017
Aantal pagina's
656
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Nee

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Hoofdauteur
Joseph M. Hilbe
Hoofduitgeverij
Crc Press

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Product breedte
156 mm
Product lengte
234 mm
Studieboek
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Verpakking breedte
156 mm
Verpakking hoogte
234 mm
Verpakking lengte
234 mm
Verpakkingsgewicht
884 g

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9781138106710

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