Before revision:  Assuming the inter-arrival times distribution and considering multiple intensity function types, we utilize a maximum likelihoodestimation. A rolling window forecasting study of future transaction arrival times is conducted in order to gain significant insights to the performance of the considered models.
After revision:  We model the inter-arrivals using multiple time-varying parametric densities based on the generalized F distribution estimated by maximum likelihood.