Multidimensional stationary time series dimension reduction and prediction

"This book gives a brief survey of the theory of multidimensional (multivariate), weakly stationary time series, with emphasis on dimension reduction and prediction. Understanding the covered material requires a certain mathematical maturity, a degree of knowledge in probability theory, linear...

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Bibliographische Detailangaben
1. Verfasser: Bolla, Marianna (VerfasserIn)
Weitere Verfasser: Szabados, Tamás (VerfasserIn)
Format: UnknownFormat
Sprache:eng
Veröffentlicht: Boca Raton, London, New York CRC Press, Taylor & Francis Group 2021
Ausgabe:First edition
Schlagworte:
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Beschreibung
Zusammenfassung:"This book gives a brief survey of the theory of multidimensional (multivariate), weakly stationary time series, with emphasis on dimension reduction and prediction. Understanding the covered material requires a certain mathematical maturity, a degree of knowledge in probability theory, linear algebra, and also in real, complex and functional analysis. For this, the cited literature and the Appendix contain all necessary material. The main tools of the book include harmonic analysis, some abstract algebra, and state space methods: linear time-invariant filters, factorization of rational spectral densities, and methods that reduce the rank of the spectral density matrix"--
Beschreibung:Includes bibliographical references and index
Beschreibung:xxii, 273 Seiten
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ISBN:9780367569327
978-0-367-56932-7
9780367619701
978-0-367-61970-1