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Lectures on Gaussian processes
Author:
ISBN: 3642249388 3642249396 9786613576958 1280399031 Year: 2012 Publisher: Heidelberg : Springer,

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Abstract

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.

Gaussian random functions
Author:
ISBN: 0792333853 Year: 1995 Publisher: Dordrecht Kluwer

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Local properties of distributions of stochastic functionals
Authors: --- ---
ISBN: 0821805843 9780821805848 Year: 1998 Publisher: Providence: American mathematical society,

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Book
Probability Theory and Mathematical Statistics
Authors: --- --- --- --- --- et al.
ISBN: 9783112313480 Year: 2020 Publisher: Berlin Boston

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Probability Theory and Mathematical Statistics
Authors: --- --- --- --- --- et al.
ISBN: 9783112314081 Year: 2020 Publisher: Berlin Boston

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Probability Theory and Mathematical Statistics
Authors: --- --- --- --- --- et al.
ISBN: 9783112319024 Year: 2020 Publisher: Berlin Boston

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