Applied Time Series Analysis
A Practical Guide to Modeling and Forecasting
Resources
Description
Key Features
- Focuses on practical application of time series analysis, using step-by-step techniques and without excessive technical detail
- Supported by copious disciplinary examples, helping readers quickly adapt time series analysis to their area of study
- Covers both univariate and multivariate techniques in one volume
- Provides expert tips on, and helps mitigate common pitfalls of, powerful statistical software including EVIEWS and R
- Written in jargon-free and clear English from a master educator with 30 years+ experience explaining time series to novices
- Accompanied by a microsite with disciplinary data sets and files explaining how to build the calculations used in examples
Readership
Applied quantitative researchers, particularly econometricians and statisticians seeking to use empirical time series to study modern interdisciplinary problems in other areas. Some interest from upper division undergraduate specialist courses but mainly positioned at postgraduate (MSc / PhD) level and above
Table of Contents
1. Time Series and Their Features
2. Transforming Time Series
3. ARMA Models for Stationary Time Series
4. ARIMA Models for Nonstationary Time Series
5. Unit Roots, Difference and Trend Stationarity, and Fractional Differencing
6. Breaking and Nonlinear Trends
7. An Introduction to Forecasting With Univariate Models
8. Unobserved Component Models, Signal Extraction, and Filters
9. Seasonality and Exponential Smoothing
10. Volatility and Generalized Autoregressive Conditional Heteroskedastic Processes
11. Nonlinear Stochastic Processes
12. Transfer Functions and Autoregressive Distributed Lag Modeling
13. Vector Autoregressions and Granger Causality
14. Error Correction, Spurious Regressions, and Cointegration
15. Vector Autoregressions With Integrated Variables, Vector Error Correction Models, and Common Trends
16. Compositional and Count Time Series
17. State Space Models
18. Some Concluding Remarks
Product details
- No. of pages: 354
- Language: English
- Copyright: © Academic Press 2019
- Published: January 22, 2019
- Imprint: Academic Press
- Paperback ISBN: 9780128131176
- eBook ISBN: 9780128131183
About the Author
Terence Mills
Affiliations and Expertise
Ratings and Reviews
Latest reviews
(Total rating for all reviews)
RobertJung Tue Apr 23 2019
Concise and fairly comprehensive book
The book by Mills is concise and yet fairly comprehensive as always when T Mills is the author. I will include it as a highly recommendable supplementary reading on my reading list.