Most asset return series, especially those in high frequency, show high excess kurtosis and persistence in volatility that cannot be adequately described by the generalized conditional heteroscedastic (GARCH) model, even with heavy-tailed innovations. Many researchers have argued that these...

Univariate time series : autocorrelation, linear prediction, spectrum, and state-space model / G.T. Wilson -- Univariate autoregressive moving-average models / G.C. Tiao -- Model fitting and checking, and the Kalman filter / G.T. Wilson -- Prediction and model selection / D. Pe(c)ła --...