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Variance Estimation for Bayesian Dynamic Linear Models
Inference for Multivariate State Space Models
Taschenbuch von Kostas Triantafyllopoulos
Sprache: Englisch

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Beschreibung
Time series modelling and in particular multivariate time series have received considerable attention in the literature over the past 20 years. Time series data are met in almost all subject areas, such as in economics, engineering, medicine and genetics, to name but a few. One of the key problems of multivariate time series analysis is the estimation of the covariance matrix of the data, as this holds important information of the co-evolution and correlation of the component time series data of interest. The aim of this book is to provide an account of the recent developments on this subject area and subsequently to develop methodology for tackling the problem of variance estimation in time series. The book introduces the basic modelling framework for state space time series models and then it provides estimation algorithms, within the Bayesian paradigm, for several classes of models. The book is aimed at both masters/Ph.D. students in a numerate discipline (such as statistics, mathematics, economics, engineering, computer science, and physics) and postdoctoral researchers interested in time series methods.
Time series modelling and in particular multivariate time series have received considerable attention in the literature over the past 20 years. Time series data are met in almost all subject areas, such as in economics, engineering, medicine and genetics, to name but a few. One of the key problems of multivariate time series analysis is the estimation of the covariance matrix of the data, as this holds important information of the co-evolution and correlation of the component time series data of interest. The aim of this book is to provide an account of the recent developments on this subject area and subsequently to develop methodology for tackling the problem of variance estimation in time series. The book introduces the basic modelling framework for state space time series models and then it provides estimation algorithms, within the Bayesian paradigm, for several classes of models. The book is aimed at both masters/Ph.D. students in a numerate discipline (such as statistics, mathematics, economics, engineering, computer science, and physics) and postdoctoral researchers interested in time series methods.
Über den Autor
K. Triantafyllopoulos obtained a PhD in time series at the University of Warwick. He then worked as a research fellow at the University of Bristol and as a lecturer at the University of Newcastle. He is currently a lecturer in statistics at the University of Sheffield. His research interests include time series analysis and forecasting.
Details
Erscheinungsjahr: 2010
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Mathematik, Medizin, Naturwissenschaften, Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: 196 S.
ISBN-13: 9783843370639
ISBN-10: 384337063X
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Triantafyllopoulos, Kostas
Hersteller: LAP LAMBERT Academic Publishing
Verantwortliche Person für die EU: LAP Lambert Academic Publishing, Brivibas Gatve 197, ?-1039 Riga, customerservice@vdm-vsg.de
Maße: 220 x 150 x 12 mm
Von/Mit: Kostas Triantafyllopoulos
Erscheinungsdatum: 03.11.2010
Gewicht: 0,31 kg
Artikel-ID: 107239026
Über den Autor
K. Triantafyllopoulos obtained a PhD in time series at the University of Warwick. He then worked as a research fellow at the University of Bristol and as a lecturer at the University of Newcastle. He is currently a lecturer in statistics at the University of Sheffield. His research interests include time series analysis and forecasting.
Details
Erscheinungsjahr: 2010
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Mathematik, Medizin, Naturwissenschaften, Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: 196 S.
ISBN-13: 9783843370639
ISBN-10: 384337063X
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Triantafyllopoulos, Kostas
Hersteller: LAP LAMBERT Academic Publishing
Verantwortliche Person für die EU: LAP Lambert Academic Publishing, Brivibas Gatve 197, ?-1039 Riga, customerservice@vdm-vsg.de
Maße: 220 x 150 x 12 mm
Von/Mit: Kostas Triantafyllopoulos
Erscheinungsdatum: 03.11.2010
Gewicht: 0,31 kg
Artikel-ID: 107239026
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