Kella, Offer et Yor. Marc, A new formula for some linear stochastic equations with applications, Annals of applied probability , 20(2), 2010, pp. 367-381
We give a representation of the solution for a stochastic linear equation of the form Xt=Yt+.(0, t]Xs..dZs where Z is a càdlàg semimartingale and Y is a càdlàg adapted process with bounded variation on finite intervals. As an application we study the case where Y and .Z are nondecreasing, jointly have stationary increments and the jumps of .Z are bounded by 1. Special cases of this process are shot-noise processes, growth collapse (additive increase, multiplicative decrease) processes and clearing processes. When Y and Z are, in addition, independent Lévy processes, the resulting X is called a generalized Ornstein.Uhlenbeck process.