Properties of Doubly Stochastic Poisson Process with affine intensity
  This paper discusses properties of a Doubly Stochastic Poisson Process (DSPP) where the intensity process belongs to a class of affine diffusions. For any intensity process from this class we derive an analytical expression for probability distribution functions of the corresponding DSPP. A specification of our results is provided in a particular case where the intensity is given by one-dimensional Feller process and its parameters are estimated by Kalman filtering for high frequency transaction data. 
Alan De Genaro Dario, Adilson Simonis
math.ST math.PR q-fin.CP stat.TH