Longitudinal Categorical Data Analysis

Nonfiction, Social & Cultural Studies, Social Science, Statistics, Science & Nature, Mathematics
Cover of the book Longitudinal Categorical Data Analysis by Brajendra C. Sutradhar, Springer New York
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Brajendra C. Sutradhar ISBN: 9781493921379
Publisher: Springer New York Publication: October 30, 2014
Imprint: Springer Language: English
Author: Brajendra C. Sutradhar
ISBN: 9781493921379
Publisher: Springer New York
Publication: October 30, 2014
Imprint: Springer
Language: English

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.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

More books from Springer New York

Cover of the book Essentials of Anatomic Pathology by Brajendra C. Sutradhar
Cover of the book Improving Risk Analysis by Brajendra C. Sutradhar
Cover of the book Optimization by GRASP by Brajendra C. Sutradhar
Cover of the book Advanced Imaging Techniques in Clinical Pathology by Brajendra C. Sutradhar
Cover of the book Wireless Vehicular Networks for Car Collision Avoidance by Brajendra C. Sutradhar
Cover of the book On the Formation of the Most Massive Stars in the Galaxy by Brajendra C. Sutradhar
Cover of the book Digital Functions and Data Reconstruction by Brajendra C. Sutradhar
Cover of the book High Performance Grinding and Advanced Cutting Tools by Brajendra C. Sutradhar
Cover of the book Satellite Data Compression by Brajendra C. Sutradhar
Cover of the book Current Feedback Operational Amplifiers and Their Applications by Brajendra C. Sutradhar
Cover of the book Calculus Without Derivatives by Brajendra C. Sutradhar
Cover of the book Applications of Dynamical Systems in Biology and Medicine by Brajendra C. Sutradhar
Cover of the book Turning Points in the History of Mathematics by Brajendra C. Sutradhar
Cover of the book Operative Dictations in General and Vascular Surgery by Brajendra C. Sutradhar
Cover of the book Prospects of Heart Surgery by Brajendra C. Sutradhar
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy