Traffic accident modelling via self-exciting point processes.

•A traffic accident model based on self-exciting point processes is proposed.•The stationary condition, reliability and safety analysis under a traffic model are investigated.•The related probability and characteristics are presented by the simulation methods.•The MLEs for the parameters in a traffic accident model for two data situations are given.