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Cover: 9783319813875 | Time Series Econometrics | Klaus Neusser | Taschenbuch | Paperback
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Time Series Econometrics
Taschenbuch von Klaus Neusser
Sprache: Englisch

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Beschreibung
This text presents modern developments in time series analysis and focuses on their application to economic problems. The book first introduces the fundamental concept of a stationary time series and the basic properties of covariance, investigating the structure and estimation of autoregressive-moving average (ARMA) models and their relations to the covariance structure. The book then moves on to non-stationary time series, highlighting its consequences for modeling and forecasting and presenting standard statistical tests and regressions. Next, the text discusses volatility models and their applications in the analysis of financial market data, focusing on generalized autoregressive conditional heteroskedastic (GARCH) models. The second part of the text devoted to multivariate processes, such as vector autoregressive (VAR) models and structural vector autoregressive (SVAR) models, which have become the main tools in empirical macroeconomics. The text concludes with a discussionof co-integrated models and the Kalman Filter, which is being used with increasing frequency. Mathematically rigorous, yet application-oriented, this self-contained text will help students develop a deeper understanding of theory and better command of the models that are vital to the field. Assuming a basic knowledge of statistics and/or econometrics, this text is best suited for advanced undergraduate and beginning graduate students.
This text presents modern developments in time series analysis and focuses on their application to economic problems. The book first introduces the fundamental concept of a stationary time series and the basic properties of covariance, investigating the structure and estimation of autoregressive-moving average (ARMA) models and their relations to the covariance structure. The book then moves on to non-stationary time series, highlighting its consequences for modeling and forecasting and presenting standard statistical tests and regressions. Next, the text discusses volatility models and their applications in the analysis of financial market data, focusing on generalized autoregressive conditional heteroskedastic (GARCH) models. The second part of the text devoted to multivariate processes, such as vector autoregressive (VAR) models and structural vector autoregressive (SVAR) models, which have become the main tools in empirical macroeconomics. The text concludes with a discussionof co-integrated models and the Kalman Filter, which is being used with increasing frequency. Mathematically rigorous, yet application-oriented, this self-contained text will help students develop a deeper understanding of theory and better command of the models that are vital to the field. Assuming a basic knowledge of statistics and/or econometrics, this text is best suited for advanced undergraduate and beginning graduate students.
Über den Autor
Prof. Klaus Neusser
Zusammenfassung

Analyzes modern developments in time series analysis and their application to economic problems

Introduces the fundamental concept of a stationary time series and the basic properties of covariance

Helps students develop a deeper understanding of theory and better command of the models that are vital to the field

Includes supplementary material: [...]

Inhaltsverzeichnis
1. Introduction.- 2. ARMA models.- 3. Forecasting stationary processes.- 4. Estimation of Mean and Autocovariance Function.- 5.Estimation of ARMA Models.- 6. Spectral Analysis and Linear Filters.- 7. Integrated Processes.- 8. Models of Volatility.- 9. Multivariate Time series.- 10. Estimation of Covariance Function.- 11. VARMA Processes.- 12. Estimation of VAR Models.- 13. Forecasting with VAR Models.- 14. Interpretation of VAR Models.- 15. Co-integration.- 16. The Kalman Filter.- 17. Appendices.
Details
Erscheinungsjahr: 2018
Fachbereich: Volkswirtschaft
Genre: Wirtschaft
Rubrik: Recht & Wirtschaft
Medium: Taschenbuch
Seiten: 436
Reihe: Springer Texts in Business and Economics
Inhalt: xxiv
409 S.
2 s/w Illustr.
64 farbige Illustr.
409 p. 66 illus.
64 illus. in color.
ISBN-13: 9783319813875
ISBN-10: 3319813870
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Neusser, Klaus
Auflage: Softcover reprint of the original 1st ed. 2016
Hersteller: Springer International Publishing
Springer International Publishing AG
Springer Texts in Business and Economics
Maße: 235 x 155 x 24 mm
Von/Mit: Klaus Neusser
Erscheinungsdatum: 30.05.2018
Gewicht: 0,657 kg
preigu-id: 114147117
Über den Autor
Prof. Klaus Neusser
Zusammenfassung

Analyzes modern developments in time series analysis and their application to economic problems

Introduces the fundamental concept of a stationary time series and the basic properties of covariance

Helps students develop a deeper understanding of theory and better command of the models that are vital to the field

Includes supplementary material: [...]

Inhaltsverzeichnis
1. Introduction.- 2. ARMA models.- 3. Forecasting stationary processes.- 4. Estimation of Mean and Autocovariance Function.- 5.Estimation of ARMA Models.- 6. Spectral Analysis and Linear Filters.- 7. Integrated Processes.- 8. Models of Volatility.- 9. Multivariate Time series.- 10. Estimation of Covariance Function.- 11. VARMA Processes.- 12. Estimation of VAR Models.- 13. Forecasting with VAR Models.- 14. Interpretation of VAR Models.- 15. Co-integration.- 16. The Kalman Filter.- 17. Appendices.
Details
Erscheinungsjahr: 2018
Fachbereich: Volkswirtschaft
Genre: Wirtschaft
Rubrik: Recht & Wirtschaft
Medium: Taschenbuch
Seiten: 436
Reihe: Springer Texts in Business and Economics
Inhalt: xxiv
409 S.
2 s/w Illustr.
64 farbige Illustr.
409 p. 66 illus.
64 illus. in color.
ISBN-13: 9783319813875
ISBN-10: 3319813870
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Neusser, Klaus
Auflage: Softcover reprint of the original 1st ed. 2016
Hersteller: Springer International Publishing
Springer International Publishing AG
Springer Texts in Business and Economics
Maße: 235 x 155 x 24 mm
Von/Mit: Klaus Neusser
Erscheinungsdatum: 30.05.2018
Gewicht: 0,657 kg
preigu-id: 114147117
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