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Gaussian Processes.

Gaussian Processes.

・ISBN 978-0-8218-4358-1 paper US$ 165.00

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シリーズTranslations of Mathematical Monographs
出版社(American Mathematical Society, US)
出版年月2007
言語ENG
ニュース番号<M25-13178>

解説

Aimed at students and researchers in mathematics, communications engineering, and economics, this book describes the probabilistic structure of a Gaussian process in terms of its canonical representation (or its innovation process). Multiple Markov properties of a Gaussian process and equivalence problems of Gaussian processes are clearly presented. The authors' approach is unique, involving causality in time evolution and information-theoretic aspects. Because the book is self-contained and only requires background in the fundamentals of probability theory and measure theory, it would be suitable as a textbook at the senior undergraduate or graduate level.