Hawkes process model with a time-dependent background rate and its application to high-frequency financial data

Takahiro Omi, Yoshito Hirata, Kazuyuki Aihara

A Hawkes process model with a time-varying background rate is developed for analyzing the high-frequency financial data. In our model, the logarithm of the background rate is model…