Description: Longitudinal Categorical Data Analysis, Hardcover by Sutradhar, Brajendra C., ISBN 1493921363, ISBN-13 9781493921362, Brand New, Free shipping in the US 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, th uses the generalized quasi-likelihood as well as the exact likelihood approaches.
Th 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 th, specifically the chapters from 1 to 3, may also be used for a senior undergraduate course in statistics.
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Book Title: Longitudinal Categorical Data Analysis
Number of Pages: Xviii, 369 Pages
Publication Name: Longitudinal Categorical Data Analysis
Language: English
Publisher: Springer New York
Publication Year: 2014
Subject: Group Theory, Biostatistics, Probability & Statistics / Regression Analysis, Probability & Statistics / General, Probability & Statistics / Multivariate Analysis, Statistics
Type: Textbook
Item Weight: 248.2 Oz
Subject Area: Mathematics, Social Science, Medical
Item Length: 9.3 in
Author: Brajendra C. Sutradhar
Item Width: 6.1 in
Series: Springer Series in Statistics Ser.
Format: Hardcover
