Lectures on Gaussian Processes 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Lifshits, Mikhail 作者

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出版日期

120 页数

$ 56.44 价格

丛书系列

9783642249389 图书编码

Lectures on Gaussian Processes 在线电子书图书标签: Probability Mathematics Gaussianity

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发表于2024-11-26

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Lectures on Gaussian Processes 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

Lectures on Gaussian Processes 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Gaussian processes can be viewed as a far-reaching infinite-dimensional extension of classical normal random variables. Their theory presents a powerful range of tools for probabilistic modelling in various academic and technical domains such as Statistics, Forecasting, Finance, Information Transmission, Machine Learning - to mention just a few. The objective of these Briefs is to present a quick and condensed treatment of the core theory that a reader must understand in order to make his own independent contributions. The primary intended readership are PhD/Masters students and researchers working in pure or applied mathematics. The first chapters introduce essentials of the classical theory of Gaussian processes and measures with the core notions of reproducing kernel, integral representation, isoperimetric property, large deviation principle. The brevity being a priority for teaching and learning purposes, certain technical details and proofs are omitted. The later chapters touch important recent issues not sufficiently reflected in the literature, such as small deviations, expansions, and quantization of processes. In university teaching, one can build a one-semester advanced course upon these Briefs.

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