Lectures on Gaussian Processes 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024

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Lifshits, Mikhail 作者

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出版日期

120 頁數

$ 56.44 價格

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9783642249389 圖書編碼

Lectures on Gaussian Processes 在線電子書圖書標籤: Probability Mathematics Gaussianity

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發表於2024-11-22

Lectures on Gaussian Processes 在線電子書 epub 下載 mobi 下載 pdf 下載 txt 下載 2024

Lectures on Gaussian Processes 在線電子書 epub 下載 pdf 下載 mobi 下載 txt 下載 2024

Lectures on Gaussian Processes 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024

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Lectures on Gaussian Processes 在線電子書 pdf 下載 txt下載 epub 下載 mobi 在線電子書下載

Lectures on Gaussian Processes 在線電子書圖書描述

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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