As discussed in Merton (1971). there is a theory of stochastic differential
equations to describe the motions of continuous sample path stochastic processes.
Them is also a similar theory of stochastic differential equations for Poisson driven
processes. The posited stock price returns are a mixture of both types
and can be formally written as a stochastic differential equation [conditional
on S(l) = S], namely, as