Hybrid marked point processes: characterisation, existence and uniqueness
Maxime Morariu-Patrichi and
Mikko S. Pakkanen
Papers from arXiv.org
Abstract:
We introduce a class of hybrid marked point processes, which encompasses and extends continuous-time Markov chains and Hawkes processes. While this flexible class amalgamates such existing processes, it also contains novel processes with complex dynamics. These processes are defined implicitly via their intensity and are endowed with a state process that interacts with past-dependent events. The key example we entertain is an extension of a Hawkes process, a state-dependent Hawkes process interacting with its state process. We show the existence and uniqueness of hybrid marked point processes under general assumptions, extending the results of Massouli\'e (1998) on interacting point processes.
Date: 2017-07, Revised 2018-10
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Published in Market Microstructure and Liquidity 2018, Vol. 4, No. 3&4, 1950007 (55 pp.)
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Persistent link: https://EconPapers.repec.org/RePEc:arx:papers:1707.06970
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