Sprache: Englisch
Verlag: American Mathematical Society, 2002
ISBN 10: 082182791X ISBN 13: 9780821827918
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Verlag: World Scientific Publishing Co Pte Ltd, 2014
ISBN 10: 9814522287 ISBN 13: 9789814522281
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Verlag: Springer Berlin Heidelberg, 2012
ISBN 10: 3642249388 ISBN 13: 9783642249389
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Sprache: Englisch
Verlag: World Scientific Pub Co Inc, 2014
ISBN 10: 9814522287 ISBN 13: 9789814522281
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Sprache: Englisch
Verlag: Springer, Springer Vieweg, 2012
ISBN 10: 3642249388 ISBN 13: 9783642249389
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Taschenbuch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - 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.
Anbieter: preigu, Osnabrück, Deutschland
Taschenbuch. Zustand: Neu. Lectures on Gaussian Processes | Mikhail Lifshits | Taschenbuch | SpringerBriefs in Mathematics | x | Englisch | 2012 | Springer | EAN 9783642249389 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.