Bayesian Logical Data Analysis for the Physical Sciences pdf epub mobi txt 电子书下载 2024

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Phil Gregory

Cambridge University Press

2010-6-28

486

USD 59.99

Paperback

9780521150125

图书标签: 统计科学数学统计&数学经典物理-实验物理物理暂时搁置

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发表于2024-12-29

Bayesian Logical Data Analysis for the Physical Sciences epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Bayesian Logical Data Analysis for the Physical Sciences pdf epub mobi txt 电子书下载 2024

图书描述

Increasingly, researchers in many branches of science are coming into contact with Bayesian statistics or Bayesian probability theory. By encompassing both inductive and deductive logic, Bayesian analysis can improve model parameter estimates by many orders of magnitude. It provides a simple and unified approach to all data analysis problems, allowing the experimenter to assign probabilities to competing hypotheses of interest, on the basis of the current state of knowledge. This book provides a clear exposition of the underlying concepts with large numbers of worked examples and problem sets. The book also discusses numerical techniques for implementing the Bayesian calculations, including an introduction to Markov Chain Monte-Carlo integration and linear and nonlinear least-squares analysis seen from a Bayesian perspective. In addition, background material is provided in appendices and supporting Mathematica® notebooks are available, providing an easy learning route for upper-undergraduates, graduate students, or any serious researcher in physical sciences or engineering.

Bayesian Logical Data Analysis for the Physical Sciences 下载 mobi epub pdf txt 电子书