The book is aimed at applied statisticians, graduate students of statistics, and students and researchers with a strong interest in statistics and data analysis. This second edition is extensively revised, especially those sections relating with Bayesian concepts.
Multivariate Statistical Modelling Based on Generalized Linear Models
Introduction * Modelling and Analysis of Cross-sectional Data: A Review of Univariate Generalized Linear Models * Models for Multicategorical Responses: Multivariate Extensions of Generalized Linear Models * Selecting and Checking Models * Semi- and Nonparametric Approaches to Regression Analysis * Fixed Parameter Models for Time Series and Longitual Data * Random Effects Models * State Space and Hidden Markov Models * Survival Models