Chapter 1: Decision Theory and Bayesian Inference
Chapter 2: Bayesian Statistics and Linear Regression
Chapter 3: Methods of Numerical Integration
Chapter 4: Prior Densities for the Regression Model
Chapter 5: Dynamic Regression Models
Chapter 6: Bayesian Unit Roots
Chapter 7: Heteroskedasticity and ARCH
Chapter 8: Nonlinear Tome Series Models
Chapter 9: Systems of Equations
Appendix A: Probability Distributions
Appendix B: Generating Random Numbers
Comprehensive, up-to-date coverage of the field
Includes extensive examples of economic applications
This book contains an up-to-date coverage of the last twenty years advances in Bayesian inference in econometrics, with an emphasis on dynamic models. It shows how to treat Bayesian inference in non linear models, by integrating the useful developments of numerical integration techniques based on simulations (such as Markov Chain Monte Carlo methods), and the long available analytical results of Bayesian inference for linear regression models. It thus covers a broad range of rather recent models for economic time series, such as non linear models, autoregressive conditional heteroskedastic regressions, and cointegrated vector autoregressive models. It contains also an extensive chapter on unit root inference from the Bayesian viewpoint. Several examples illustrate the methods.
Readership: Econometrics and statistics postgraduates. Professors and researchers in economics departments, business schools, statistics departments, or any research centre in the same fields, especially econometricians.
The specification in this catalogue, including without limitation price, format, extent, number of illustrations, and month of publication, was as accurate as possible at the time the catalogue was compiled. Occasionally, due to the nature of some contractual restrictions, we are unable to ship a specific product to a particular territory. Jacket images are provisional and liable to change before publication.
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