An Introduction to Bayesian Analysis 2024 pdf epub mobi 电子书


An Introduction to Bayesian Analysis

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发表于2024-12-23

An Introduction to Bayesian Analysis 2024 pdf epub mobi 电子书

An Introduction to Bayesian Analysis 2024 pdf epub mobi 电子书

An Introduction to Bayesian Analysis 2024 pdf epub mobi 电子书



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出版者:Springer
作者:Jayanta K. Ghosh
出品人:
页数:372
译者:
出版时间:2006-7-27
价格:GBP 72.50
装帧:Hardcover
isbn号码:9780387400846
丛书系列:Springer Texts in Statistics

图书标签: 机器学习  统计学  Bayesian  计算机科学  计算  to  tangrui9105的计算机科学  Springer   


An Introduction to Bayesian Analysis 2024 pdf epub mobi 电子书 图书描述

This is a graduate-level textbook on Bayesian analysis blending modern Bayesian theory, methods, and applications. Starting from basic statistics, undergraduate calculus and linear algebra, ideas of both subjective and objective Bayesian analysis are developed to a level where real-life data can be analyzed using the current techniques of statistical computing. Advances in both low-dimensional and high-dimensional problems are covered, as well as important topics such as empirical Bayes and hierarchical Bayes methods and Markov chain Monte Carlo (MCMC) techniques. Many topics are at the cutting edge of statistical research. Solutions to common inference problems appear throughout the text along with discussion of what prior to choose. There is a discussion of elicitation of a subjective prior as well as the motivation, applicability, and limitations of objective priors. By way of important applications the book presents microarrays, nonparametric regression via wavelets as well as DMA mixtures of normals, and spatial analysis with illustrations using simulated and real data. Theoretical topics at the cutting edge include high-dimensional model selection and Intrinsic Bayes Factors, which the authors have successfully applied to geological mapping. The style is informal but clear. Asymptotics is used to supplement simulation or understand some aspects of the posterior.

An Introduction to Bayesian Analysis 2024 pdf epub mobi 电子书

An Introduction to Bayesian Analysis 2024 pdf epub mobi 电子书
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