This paper proposes a threshold stochastic conditional duration (SCD) model for financial data at the transaction level …. In addition to assuming that the innovations of the duration process follow a threshold distribution with positive … parameters directly. Duration forecasting is constructed by using an auxiliary particle filter based on the fitted models …