Nonlinear Hawkes Process with Gaussian Process Self Effects

Noa Malem-Shinitski, Cesar Ojeda, Manfred Opper

Traditionally, Hawkes processes are used to model time--continuous point processes with history dependence. Here we propose an extended model where the self--effects are of both ex…