Applied Time Series Econometrics

 

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Applied Time Series Econometrics


Markus Kraetzig (Editor)
H. Lutkepohl (Editor)
Richard J. Smith (Series Edited)
Eric Ghysels (Series Edited)
Peter C. B. Phillips (Series Edited)

 

Paperback

ISBN: 9780521547871

 

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A demonstration of how time series econometrics can be used in economics and finance.


Time series econometrics is a rapidly evolving field. Particularly, the cointegration revolution has had a substantial impact on applied analysis. Hence, no textbook has managed to cover the full range of methods in current use and explain how to proceed in applied domains. This gap in the literature motivates the present volume. The methods are sketched out, reminding the reader of the ideas underlying them and giving sufficient background for empirical work. The treatment can also be used as a textbook for a course on applied time series econometrics. Topics include: unit root and cointegration analysis, structural vector autoregressions, conditional heteroskedasticity and nonlinear and nonparametric time series models. Crucial to empirical work is the software that is available for analysis. New methodology is typically only gradually incorporated into existing software packages. Therefore a flexible Java interface has been created, allowing readers to replicate the applications and conduct their own analyses.


 

ISBN 521547873
ISBN13 9780521547871
Publisher Cambridge University Press
Format Paperback
Publication date 04/08/2004
Pages 350
Weight (grammes) 485
Published in United States
Height (mm) 228
Width (mm) 153

Preface
Notation and abbreviations
List of contributors
Part I. Initial Tasks and Overview Helmut Lutkepohl: 1. Introduction
2. Setting up an econometric project
3. Getting data
4. Data handling
5. Outline of chapters
Part II. Univariate Time Series Analysis Helmut Lutkepohl: 6. Characteristics of time series
7. Stationary and integrated stochastic processes
8. Some popular time series models
9. Parameter estimation
10. Model specification
11. Model checking
12. Unit root tests
13. Forecasting univariate time series
14. Examples
15. Where to go from here
Part III. Vector Autoregressive and Vector Error Correction Models Helmut Lutkepohl: 16. Introduction
17. VARs and VECMs
18. Estimation
19. Model specification
20. Model checking
21. Forecasting VAR processes and VECMs
22. Granger-causality analysis
23. An example
24. Extensions
Part IV. Structural Vector Autoregressive Modelling and Impulse Responses Jorg Breitung, Ralf Bruggemann and Helmut Lutkepohl: 25. Introduction
26. The models
27. Impulse response analysis
28. Estimation of structural parameters
29. Statistical inference for impulse responses
30. Forecast error variance decomposition
31. Examples
32. Conclusions
Part V. Conditional Heteroskedasticity Helmut Herwartz: 33. Stylized facts of empirical price processes
34. Univariate GARCH models
35. Multivariate GARCH models
Part VI. Smooth Transition Regression Modelling Timo Terasvirta: 36. Introduction
37. The model
38. The modelling cycle
39. Two empirical examples
40. Final remarks
Part VII. Nonparametric Time Series Modelling Rolf Tschernig: 41. Introduction
42. Local linear estimation
43. Bandwidth and lag selection
44. Diagnostics
45. Modelling the conditional volatility
46. Local linear seasonal modelling
47. Example I: average weekly working hours in the United States
48. Example II: XETRA dax index
Part VIII. The Software JMulTi Markus Kratzig: 49. Introduction to JMulTi
50. Numbers, dates and variables in JMulTi
51. Handling data sets
52. Selecting, transforming and creating time series
53. Managing variables in JMulTi
54. Notes for econometric software developers
55. Conclusion
References
Index.

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