Longitudinal Categorical Data Analysis is popular PDF and ePub book, written by Brajendra C. Sutradhar in 2014-10-30, 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, Longitudinal Categorical Data Analysis can be Read Online from any device for your convenience.
Longitudinal Categorical Data Analysis Book PDF Summary
This is the first book in longitudinal categorical data analysis with parametric correlation models developed based on dynamic relationships among repeated categorical responses. This book is a natural generalization of the longitudinal binary data analysis to the multinomial data setup with more than two categories. Thus, unlike the existing books on cross-sectional categorical data analysis using log linear models, this book uses multinomial probability models both in cross-sectional and longitudinal setups. A theoretical foundation is provided for the analysis of univariate multinomial responses, by developing models systematically for the cases with no covariates as well as categorical covariates, both in cross-sectional and longitudinal setups. In the longitudinal setup, both stationary and non-stationary covariates are considered. These models have also been extended to the bivariate multinomial setup along with suitable covariates. For the inferences, the book uses the generalized quasi-likelihood as well as the exact likelihood approaches. The book is technically rigorous, and, it also presents illustrations of the statistical analysis of various real life data involving univariate multinomial responses both in cross-sectional and longitudinal setups. This book is written mainly for the graduate students and researchers in statistics and social sciences, among other applied statistics research areas. However, the rest of the book, specifically the chapters from 1 to 3, may also be used for a senior undergraduate course in statistics.
Detail Book of Longitudinal Categorical Data Analysis PDF
- Author : Brajendra C. Sutradhar
- Release : 30 October 2014
- Publisher : Springer
- ISBN : 9781493921379
- Genre : Mathematics
- Total Page : 387 pages
- Language : English
- PDF File Size : 15,8 Mb
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