This book provides a comprehensive and systematic approach to understanding GARCH time series models and their applications whilst presenting the most advanced results concerning the theory and practical aspects of GARCH. The probability structure of standard GARCH models is studied in detail as...

Cover -- Title Page -- Copyright -- Contents -- Chapter 1 Classical Time Series Models and Financial Series -- 1.1 Stationary Processes -- 1.2 ARMA and ARIMA Models -- 1.3 Financial Series -- 1.4 Random Variance Models -- 1.5 Bibliographical Notes -- 1.6 Exercises -- Part I Univariate GARCH...