图书标签: 统计学 statistics Bayesian 贝叶斯 豆瓣 计算机 英国 数学
发表于2024-12-23
The BUGS Book pdf epub mobi txt 电子书 下载 2024
Bayesian statistical methods have become widely used for data analysis and modelling in recent years, and the BUGS software has become the most popular software for Bayesian analysis worldwide. Authored by the team that originally developed this software, The BUGS Book provides a practical introduction to this program and its use. The text presents complete coverage of all the functionalities of BUGS, including prediction, missing data, model criticism, and prior sensitivity. It also features a large number of worked examples and a wide range of applications from various disciplines. The book introduces regression models, techniques for criticism and comparison, and a wide range of modelling issues before going into the vital area of hierarchical models, one of the most common applications of Bayesian methods. It deals with essentials of modelling without getting bogged down in complexity. The book emphasises model criticism, model comparison, sensitivity analysis to alternative priors, and thoughtful choice of prior distributions-all those aspects of the "art" of modelling that are easily overlooked in more theoretical expositions. More pragmatic than ideological, the authors systematically work through the large range of "tricks" that reveal the real power of the BUGS software, for example, dealing with missing data, censoring, grouped data, prediction, ranking, parameter constraints, and so on. Many of the examples are biostatistical, but they do not require domain knowledge and are generalisable to a wide range of other application areas. Full code and data for examples, exercises, and some solutions can be found on the book's website.
http://www.mrc-bsu.cam.ac.uk/bugs/thebugsbook/examples/ 第九章系统介绍了很多关键而在其他BUGS书较少提及的问题,i.e. missing values, measurement error and new distribution。很受用。但提供的code有些会初始化失败,原因有些是因为没有为missing values of response variables 提供初始值(这个步骤是必须的吗?)。。
评分http://www.mrc-bsu.cam.ac.uk/bugs/thebugsbook/examples/ 第九章系统介绍了很多关键而在其他BUGS书较少提及的问题,i.e. missing values, measurement error and new distribution。很受用。但提供的code有些会初始化失败,原因有些是因为没有为missing values of response variables 提供初始值(这个步骤是必须的吗?)。。
评分16.1 The BUGS Book - A Practical Introduction to Bayesian Analysis, Chapman & Hall/CRC Texts in Statistical Science (2012)
评分http://www.mrc-bsu.cam.ac.uk/bugs/thebugsbook/examples/ 第九章系统介绍了很多关键而在其他BUGS书较少提及的问题,i.e. missing values, measurement error and new distribution。很受用。但提供的code有些会初始化失败,原因有些是因为没有为missing values of response variables 提供初始值(这个步骤是必须的吗?)。。
评分16.1 The BUGS Book - A Practical Introduction to Bayesian Analysis, Chapman & Hall/CRC Texts in Statistical Science (2012)
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The BUGS Book pdf epub mobi txt 电子书 下载 2024