A note on critical Hawkes processes

Let $F$ be a distribution function on $mathbb{R}$ with $F(0) = 0 $ and density $f$. Let $tilde{F}$ be the distribution function of $X_1 - X_2$, $X_isim F,, i=1,2,text{ iid}$. We show that for a critical Hawkes process with displacement density (= `excitement functionu0027 = `decay kernelu0027) $f$, the random walk induced by $tilde{F}$ is necessarily transient. Our conjecture is that this condition is also sufficient for existence of a critical Hawkes process. Our train of thought relies on the interpretation of critical Hawkes processes as cluster-invariant point processes. From this property, we identify the law of critical Hawkes processes as a limit of independent cluster operations. We establish uniqueness, stationarity, and infinite divisibility. Furthermore, we provide various constructions: a Poisson embedding, a representation as Hawkes process with renewal immigration, and a backward construction yielding a Palm version of the critical Hawkes process. We give specific examples of the constructions, where $F$ is regularly varying with tail index $alphain(0,0.5)$. Finally, we propose to encode the genealogical structure of a critical Hawkes process with Kesten (size-biased) trees. The presented methods lay the grounds for the open discussion of multitype critical Hawkes processes as well as of critical integer-valued autoregressive time series.