The Analysis of Time Series: An Introduction with R

ISBN-13: 9781498795630 / Angielski / Miękka / 2019 / 398 str.

Chris Chatfield; Haipeng Xing

Opis

This new edition of this classic title, now in its seventh edition, presents a balanced and comprehensive introduction to the theory, implementation, and practice of time series analysis.

Spis treści

1. Introduction 2. Basic Descriptive Techniques 3. Some Linear Time Series Models 4. Fitting Time Series Models in the Time Domain 5. Forecasting 6. Stationary Processes in the Frequency Domain 7. Spectral Analysis 8. Bivariate Processes 9. Linear Systems 10. State-Space Models and the Kalman Filter 11. Non-Linear Models 12. Volatility Models 13. Multivariate Time Series Modelling 14. Some More Advanced Topics Appendix A Fourier, Laplace, and z-Transforms. Appendix B Dirac Delta Function. Appendix C Covariance and Correlation. Answers to Exercises.