Skip to main content
Notice removed Authoritative reference needed by CommunityBot
Bounty Ended with no winning answer by CommunityBot
Notice added Authoritative reference needed by Pavlo. B.
Bounty Started worth 50 reputation by Pavlo. B.
edited tags
Link
User1865345
  • 10.3k
  • 12
  • 23
  • 40
Source Link

Literature for self-excited Markovian processes with power-law distributions

I am working on a model for time series of events with the power-law distribution of inter-event intervals. I went for a point process, governed by a stochastic differential equation

$$ d\lambda = -a \lambda^2 dt + b\eta, $$

where $\lambda$ is the intensity of the Poisson process, $a$ and $b$ are constants, $\eta \sim \text{Ber}(\lambda dt)$ is the event variable, equal to 1 if the event happens and 0 if not. The equation seems simple enough that someone must have studied it or a similar one, but do not seem to be able to find it. Any suggestions about where should look for?

PS. I am familiar with Hawkes processes, non-linear Hawkes processes, and quadratic Hawkes processes, but they are all non-local in time. Also, Hawkes processes do not give power-law distribution for inter-event intervals at all, while other models seem significantly more complex