Generalized Linear Models for Categorical and Continuous Limited Dependent Variables is popular PDF and ePub book, written by Michael Smithson in 2013-09-05, it is a fantastic choice for those who relish reading online the Mathematics genre. Let's immerse ourselves in this engaging Mathematics book by exploring the summary and details provided below. Remember, Generalized Linear Models for Categorical and Continuous Limited Dependent Variables can be Read Online from any device for your convenience.
Generalized Linear Models for Categorical and Continuous Limited Dependent Variables Book PDF Summary
Generalized Linear Models for Categorical and Continuous Limited Dependent Variables is designed for graduate students and researchers in the behavioral, social, health, and medical sciences. It incorporates examples of truncated counts, censored continuous variables, and doubly bounded continuous variables, such as percentages. The book provides broad, but unified, coverage, and the authors integrate the concepts and ideas shared across models and types of data, especially regarding conceptual links between discrete and continuous limited dependent variables. The authors argue that these dependent variables are, if anything, more common throughout the human sciences than the kind that suit linear regression. They cover special cases or extensions of models, estimation methods, model diagnostics, and, of course, software. They also discuss bounded continuous variables, boundary-inflated models, and methods for modeling heteroscedasticity. Wherever possible, the authors have illustrated concepts, models, and techniques with real or realistic datasets and demonstrations in R and Stata, and each chapter includes several exercises at the end. The illustrations and exercises help readers build conceptual understanding and fluency in using these techniques. At several points the authors bring together material that has been previously scattered across the literature in journal articles, software package documentation files, and blogs. These features help students learn to choose the appropriate models for their purpose.
Detail Book of Generalized Linear Models for Categorical and Continuous Limited Dependent Variables PDF
- Author : Michael Smithson
- Release : 05 September 2013
- Publisher : CRC Press
- ISBN : 9781466551732
- Genre : Mathematics
- Total Page : 310 pages
- Language : English
- PDF File Size : 7,7 Mb
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