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Sprache:
Englisch
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Beschreibung
Helping readers understand the relationship between linear dynamic systems and linear stochastic processes, Time Series Analysis presents an accessible yet thorough introduction to the methods for modeling linear stochastic systems. It links systems theory with time series theory and explores static and dynamic models to illustrate the differences between model types. The text also examines the significant topics of ARMA and ARIMA processes, the autocovariance function, and the Kalman filter. It provides numerous real-world examples from economics, physics, and engineering, several exercises at the end of most chapters, and a web page with computer-based exercises and a complete collection of slides.
Helping readers understand the relationship between linear dynamic systems and linear stochastic processes, Time Series Analysis presents an accessible yet thorough introduction to the methods for modeling linear stochastic systems. It links systems theory with time series theory and explores static and dynamic models to illustrate the differences between model types. The text also examines the significant topics of ARMA and ARIMA processes, the autocovariance function, and the Kalman filter. It provides numerous real-world examples from economics, physics, and engineering, several exercises at the end of most chapters, and a web page with computer-based exercises and a complete collection of slides.
Über den Autor
Henrik Madsen
Inhaltsverzeichnis
Preface. Introduction. Multivariate Random Variables. Regression-Based Methods. Linear Dynamic Systems. Stochastic Processes. Identification, Estimation, and Model Checking. Spectral Analysis. Linear Systems and Stochastic Processes. Multivariate Time Series. State Space Models of Dynamic Systems. Recursive Estimation. Real Life Inspired Problems. Appendices. Bibliography. Index.
Details
Erscheinungsjahr: | 2007 |
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Fachbereich: | Wahrscheinlichkeitstheorie |
Genre: | Importe, Mathematik |
Rubrik: | Naturwissenschaften & Technik |
Medium: | Buch |
ISBN-13: | 9781420059670 |
ISBN-10: | 142005967X |
Sprache: | Englisch |
Einband: | Gebunden |
Autor: | Madsen, Henrik |
Hersteller: | Chapman and Hall/CRC |
Verantwortliche Person für die EU: | Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de |
Maße: | 240 x 161 x 26 mm |
Von/Mit: | Henrik Madsen |
Erscheinungsdatum: | 28.11.2007 |
Gewicht: | 0,76 kg |