Bayesian Forecasting and Dynamic Models (Springer Series in Statistics) - Hardcover

Harrison, Jeff; West, Mike

 
9780387947259: Bayesian Forecasting and Dynamic Models (Springer Series in Statistics)

Inhaltsangabe

This text is concerned with Bayesian learning, inference and forecasting in dynamic environments. We describe the structure and theory of classes of dynamic models and their uses in forecasting and time series analysis. The principles, models and methods of Bayesian forecasting and time - ries analysis have been developed extensively during the last thirty years. Thisdevelopmenthasinvolvedthoroughinvestigationofmathematicaland statistical aspects of forecasting models and related techniques. With this has come experience with applications in a variety of areas in commercial, industrial, scienti?c, and socio-economic ?elds. Much of the technical - velopment has been driven by the needs of forecasting practitioners and applied researchers. As a result, there now exists a relatively complete statistical and mathematical framework, presented and illustrated here. In writing and revising this book, our primary goals have been to present a reasonably comprehensive view of Bayesian ideas and methods in m- elling and forecasting, particularly to provide a solid reference source for advanced university students and research workers.

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The second edition of this book includes revised, updated, and additional material on the structure, theory, and application of classes of dynamic models in Bayesian time series analysis and forecasting.

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9781475770988: Bayesian Forecasting and Dynamic Models (Springer Series in Statistics)

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ISBN 10:  1475770987 ISBN 13:  9781475770988
Verlag: Springer, 2013
Softcover