Multivariate statistical modelling based on generalized linear models

著者

書誌事項

Multivariate statistical modelling based on generalized linear models

Ludwig Fahrmeir, Gerhard Tutz ; with contributions from Wolfgang Hennevogl

(Springer series in statistics)

Springer-Verlag, c2001

2nd ed

  • : pbk

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注記

Bibliogrphy: p. 467-504

Includes indexes

内容説明・目次

内容説明

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.

目次

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

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