Multivariate Statistical Modelling Based on Generalized Linear Models, 2ed. pdf epub mobi txt 电子书下载 2025

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This book is concerned with the use of generalized linear models for univariate and multivariate regression analysis. It deals with regression analysis in a wide sense to include not only cross-sectional analysis but also time series and longitudinal data. The authors provide a detailed introductory survey of the subject based on the analysis of real data drawn from a variety of subjects including the biological sciences, economics, and the social sciences. Where possible, technical details and proofs are deferred to an appendix in order to provide an accessible account for non-experts. After a review of generalized linear models, topics covered include: models for multi-categorical responses, model checking, time series and longitudinal data, random effects models, and state space models. Throughout the authors have taken great pains to discuss the underlying theoretical ideas in ways that relate well to the data at hand.

出版者:Springer

作者:Ludwig Fahrmeir

出品人:

页数:548

译者:

出版时间:2001

价格:$ 202.27

装帧:

isbn号码:9780387951874

丛书系列:

图书标签:

统计
统计学
广义线性模型
quant
nhmnhm
Statistics
Multivariate

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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.