Bayes' Rule with MATLAB: A Tutorial Introduction to Bayesian Analysis
暫譯: 使用 MATLAB 的貝葉斯定理:貝葉斯分析的入門教程

James V. Stone

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商品描述

Discovered by an 18th century mathematician and preacher, Bayes' rule is a cornerstone of modern probability theory. In this richly illustrated book, a range of accessible examples is used to show how Bayes' rule is actually a natural consequence of common sense reasoning. Bayes' rule is then derived using intuitive graphical representations of probability, and Bayesian analysis is applied to parameter estimation using the MatLab and Python programs provided online. The tutorial style of writing, combined with a comprehensive glossary, makes this an ideal primer for novices who wish to become familiar with the basic principles of Bayesian analysis.

Note that this MatLab version of Bayes' Rule includes working MatLab code snippets alongside the relevant equations.

商品描述(中文翻譯)

由18世紀的數學家和牧師所發現的貝葉斯定理(Bayes' rule)是現代概率論的基石。在這本插圖豐富的書中,使用了一系列易於理解的範例來展示貝葉斯定理實際上是常識推理的自然結果。接著,通過直觀的概率圖形表示推導出貝葉斯定理,並使用提供的 MatLab 和 Python 程式進行參數估計的貝葉斯分析。這種教程式的寫作風格,加上全面的術語表,使這本書成為希望熟悉貝葉斯分析基本原則的新手的理想入門書籍。

請注意,這個 MatLab 版本的貝葉斯定理包含了與相關方程式一起工作的 MatLab 代碼片段。