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Bayesian Data Analysis, Second Edition读书介绍

类别 页数 译者 网友评分 年代 出版社
书籍 690页 9.4 2020 Chapman and Hall/CRC
定价 出版日期 最近访问 访问指数
USD 83.95 2020-02-20 … 2020-03-15 … 5
主题/类型/题材/标签
Bayesian,Statistics,机器学习,统计,Data.Analysis,数学,贝叶斯,统计学,
作者
Andrew Gelman      ISBN:9781584883883    原作名/别名:《》
内容和作者简介
Bayesian Data Analysis, Second Edition摘要

Incorporating new and updated information, this second edition of THE bestselling text in Bayesian data analysis continues to emphasize practice over theory, describing how to conceptualize, perform, and critique statistical analyses from a Bayesian perspective. Its world-class authors provide guidance on all aspects of Bayesian data analysis and include examples of real statistical analyses, based on their own research, that demonstrate how to solve complicated problems. Changes in the new edition include: Stronger focus on MCMC Revision of the computational advice in Part III New chapters on nonlinear models and decision analysis Several additional applied examples from the authors' recent research Additional chapters on current models for Bayesian data analysis such as nonlinear models, generalized linear mixed models, and more Reorganization of chapters 6 and 7 on model checking and data collection Bayesian computation is currently at a stage where there are many reasonable ways to compute any given posterior distribution. However, the best approach is not always clear ahead of time. Reflecting this, the new edition offers a more pluralistic presentation, giving advice on performing computations from many perspectives while making clear the importance of being aware that there are different ways to implement any given iterative simulation computation. The new approach, additional examples, and updated information make Bayesian Data Analysis an excellent introductory text and a reference that working scientists will use throughout their professional life.

作者简介

Andrew Gelman, John B. Carlin, Hal S. Stern, Donald B. Rubin, David B. Dunson

本书后续版本
未发行或暂未收录
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