The Statistical Theory of Linear Systems

Language: English

Published by Society for Industrial and Applied Mathematics,U.S., US, 2012

1611972183 / 9781611972184

Series: Book 105 of 358 - Wiley Series in Probability and Statistics

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Originally published in 1988, The Statistical Theory of Linear Systems deals with identification (in the sense of obtaining a model from data) of multi-input and multi-output linear systems, in particular systems in ARMAX and state space form. The book emphasizes the underlying theory. It covers:Structure theory, in particular realization and parameterization of linear systems, with special emphasis on the analysis of properties of parameter spaces and parameterizations relevant for estimation and model selection.Gaussian maximum likelihood estimation of the real-valued parameters of linear systems, with an emphasis on asymptotic theoryModel selection, in particular order estimation, by information criteria such as AIC or BIC, with an emphasis on asymptotic theory.Procedures for calculation of estimates.Approximation by rational functions.

Seller Inventory # LU-9781611972184

Title
The Statistical Theory of Linear Systems
Author
Manfred Deistler, E.J. Hannan
Publisher
Society for Industrial and Applied Mathematics,U.S., US
Publication year
2012
Condition
New
Binding
Paperback
Language
English
ISBN 10
1611972183
ISBN 13
9781611972184
Item weight
580 grams
Series
Book 105 of 358: Wiley Series in Probability and Statistics

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