Bayesian Field Theory 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Jörg C. Lemm 作者

The Johns Hopkins University Press

译者

2003-6-6 出版日期

432 页数

USD 77.00 价格

Hardcover

丛书系列

9780801872204 图书编码

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发表于2024-12-29

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Bayesian Field Theory 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

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Ask a traditional mathematician the likely outcome of a coin-toss, and he will reply that no evidence exists on which to base such a prediction. Ask a Bayesian, and he will examine the coin, conclude that it was probably not tampered with, and predict five hundred heads in a thousand tosses; a subsequent experiment would then be used to refine this prediction. The Bayesian approach, in other words, permits the use of prior knowledge when testing a hypothesis. Long the province of mathematicians and statisticians, Bayesian methods are applied in this ground-breaking book to problems in cutting-edge physics. Joerg Lemm offers practical examples of Bayesian analysis for the physicist working in such areas as neural networks, artificial intelligence, and inverse problems in quantum theory. The book also includes nonparametric density estimation problems, including, as special cases, nonparametric regression and pattern recognition. Thought-provoking and sure to be controversial, Bayesian Field Theory will be of interest to physicists as well as to other specialists in the rapidly growing number of fields that make use of Bayesian methods.

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