C22 - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models
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Real Time Detection of Structural Breaks in GARCH Models
A sequential Monte Carlo method for estimating GARCH models subject to an unknown number of structural breaks is proposed. Particle filtering techniques allow for fast and efficient updates of posterior quantities and forecasts in real time.