A point process model for order flows in limit books is proposed, which the conditional intensity product of a Hawkes component and state-dependent factor. In LOB context, state observations may include observed imbalance or spread. Full technical details computationally-efficient estimation such are provided, using either direct likelihood maximization EM-type estimation. Applications models b...