Before revision:  In this market, order flow can be viewed as a Point process with stochastic arrival intensity. Interaction between price impact and price dynamics can be modeled as a dynamic optimization problem with price impact as a linear function of the self-exciting dynamic process.
After revision:  In this market, order flow can be viewed as a Point process with stochastic intensity. We model the price impact as a linear function of the self-exciting dynamic process.