Forecasting, Structural Time Series Models and the Kalman Filter

Name: Forecasting, Structural Time Series Models and the Kalman Filter
Brand: Cambridge University Press
SKU: 9780521405737
Price: 303.03 RON
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Autor: Andrew C. Harvey

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Editura: Cambridge University Press

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In this book, Andrew Harvey sets out to provide a unified and comprehensive theory of structural tim...

Informații despre carte

Autor

Andrew C. Harvey

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

1991

Pagini

572

EAN

9780521405737

ISBN

0521405734

Enbook ID

02029826

Editura

Cambridge University Press

Greutate

858

Dimensiuni

155 x 228 x 35

Descriere completă

In this book, Andrew Harvey sets out to provide a unified and comprehensive theory of structural time series models. Unlike the traditional ARIMA models, structural time series models consist explicitly of unobserved components, such as trends and seasonals, which have a direct interpretation. As a result the model selection methodology associated with structural models is much closer to econometric methodology. The link with econometrics is made even closer by the natural way in which the models can be extended to include explanatory variables and to cope with multivariate time series. From the technical point of view, state space models and the Kalman filter play a key role in the statistical treatment of structural time series models. The book includes a detailed treatment of the Kalman filter. This technique was originally developed in control engineering, but is becoming increasingly important in fields such as economics and operations research. This book is concerned primarily with modelling economic and social time series, and with addressing the special problems which the treatment of such series poses. The properties of the models and the methodological techniques used to select them are illustrated with various applications. These range from the modellling of trends and cycles in US macroeconomic time series to to an evaluation of the effects of seat belt legislation in the UK.

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