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.
發表於2025-01-10
Gaussian Processes (Translations of Mathematical Monographs) 2025 pdf epub mobi 電子書 下載
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Gaussian Processes (Translations of Mathematical Monographs) 2025 pdf epub mobi 電子書 下載