Analysis of financial time series / Ruey S. Tsay

Includes bibliographical references and index

-- Financial time series and their characteristics -- Linear time series analysis and its applications -- Conditional heteroscedastic models -- Nonlinear models and their applications -- High-frequency data analysis and market microstructure -- Continuous-time models and their applications -- Extreme values, quantiles, and value at risk -- Multivariate time series analysis and its applications -- Principal component analysis and factor models -- Multivariate volatility models and their applications -- State-space models and Kalman filter -- Markov chain Monte Carlo methods with applications