Doing Bayesian Data Analysis pdf epub mobi txt 电子书下载 2024

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John K. Kruschke

Academic Press

2010-11-25

672

GBP 64.48

Hardcover

9780123814852

图书标签: 统计 R bayesian 贝叶斯 Statistics 统计学经济学计算机

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发表于2024-11-21

Doing Bayesian Data Analysis epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Doing Bayesian Data Analysis pdf epub mobi txt 电子书下载 2024

图书描述

There is an explosion of interest in Bayesian statistics, primarily because recently created computational methods have finally made Bayesian analysis obtainable to a wide audience. Doing Bayesian Data Analysis, A Tutorial Introduction with R and BUGS provides an accessible approach to Bayesian data analysis, as material is explained clearly with concrete examples. The book begins with the basics, including essential concepts of probability and random sampling, and gradually progresses to advanced hierarchical modeling methods for realistic data. The text delivers comprehensive coverage of all scenarios addressed by non-Bayesian textbooks--t-tests, analysis of variance (ANOVA) and comparisons in ANOVA, multiple regression, and chi-square (contingency table analysis). This book is intended for first year graduate students or advanced undergraduates. It provides a bridge between undergraduate training and modern Bayesian methods for data analysis, which is becoming the accepted research standard. Prerequisite is knowledge of algebra and basic calculus. Author website: http://www.indiana.edu/~kruschke/DoingBayesianDataAnalysis/

-Accessible, including the basics of essential concepts of probability and random sampling -Examples with R programming language and BUGS software -Comprehensive coverage of all scenarios addressed by non-bayesian textbooks- t-tests, analysis of variance (ANOVA) and comparisons in ANOVA, multiple regression, and chi-square (contingency table analysis). -Coverage of experiment planning -R and BUGS computer programming code on website -Exercises have explicit purposes and guidelines for accomplishment

Doing Bayesian Data Analysis 下载 mobi epub pdf txt 电子书

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图书目录

Doing Bayesian Data Analysis pdf epub mobi txt 电子书下载

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用户评价

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this book has so many strange terms... perhaps the author is a psychologist.

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:无

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贝叶斯极端主义者。讲解方式跟封面一样另类，喜欢的人喜欢，但很多人应该不能接受，我就是不太能接受的那一类...

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:无

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一本打着赌场掷骰子法则做幌子的科学书籍，封面可以不要卖萌么

读后感

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力荐给缺乏足够统计基础（如非stats专业 bachelor）的初学者。Dr. Kruschke自己有blog，会经常在上面回答（书中提到的）问题和深入讨论。使用的软件是R，主要算法集中在Gibbs Sampler方面，对HMC没有太多介绍。另读完之后想要完全独立做Bayesian，还是要回去吃下Gelman的书。

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Chapter 1 - 3 R basics getwd() Change work directory: Session -> Set Work directory List the files in the working directory: dir() ls() source("mycode.r") myfunction <- function() { x<-rsnorm(100) mean(x) } second <- function(x) { x+rnorm(length...

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Doing Bayesian Data Analysis pdf epub mobi txt 电子书下载 2024