학술논문

A Hawkes model with CARMA(p,q) intensity.
Document Type
Journal
Author
Mercuri, Lorenzo (I-MILAN-EQM) AMS Author Profile; Perchiazzo, Andrea (B-VUBES) AMS Author Profile; Rroji, Edit (I-MILB-SMQ) AMS Author Profile
Source
Insurance: Mathematics \& Economics (Insurance Math. Econom.) (20240101), 116, 1-26. ISSN: 0167-6687 (print).eISSN: 1873-5959.
Subject
60 Probability theory and stochastic processes -- 60G Stochastic processes
  60G55 Point processes
Language
English
Abstract
Summary: ``In this paper we introduce a new model, named $\rm CARMA(p,q)$-Hawkes, as the Hawkes model with exponential kernel implies a strictly decreasing behavior of the autocorrelation function while empirical evidences reject its monotonicity. The proposed model is a Hawkes process where the intensity follows a Continuous Time Autoregressive Moving Average (CARMA) process. We also study the conditions for the stationarity and the positivity of the intensity and the strong mixing property for the increments. Furthermore, we present two estimation case studies based respectively on the likelihood and on the autocorrelation function.''