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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.
Bayesian statistical decision theory. --- Linear models (Statistics). --- Bayesian statistical decision theory --- Linear models (Statistics) --- Mathematics --- Physical Sciences & Mathematics --- Mathematical Statistics --- 519.55 --- Models, Linear (Statistics) --- Mathematical models --- Mathematical statistics --- Statistics --- Bayes' solution --- Bayesian analysis --- Statistical decision --- Statistique bayésienne --- Modèles linéaires (Statistique) --- EPUB-LIV-FT SPRINGER-B --- Mathematics. --- Probabilities. --- Economic theory. --- Probability Theory and Stochastic Processes. --- Economic Theory/Quantitative Economics/Mathematical Methods. --- Distribution (Probability theory. --- Economic theory --- Political economy --- Social sciences --- Economic man --- Probability --- Statistical inference --- Combinations --- Chance --- Least squares --- Risk
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