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Exact simulation of Hawkes process with exponentially decaying intensity

Тип публикацииJournal Article
Дата публикации2013-01-01
SCImago Q2
WOS Q4
БС3
SJR0.666
CiteScore0.9
Impact factor0.6
ISSN1083589X
Statistics and Probability
Statistics, Probability and Uncertainty
Краткое описание
We introduce a numerically efficient simulation algorithm for Hawkes process with exponentially decaying intensity, a special case of general Hawkes process that is most widely implemented in practice. This computational method is able to exactly generate the point process and intensity process, by sampling interarrival times directly via the underlying analytic distribution functions without numerical inverse, and hence avoids simulating intensity paths and introducing discretisation bias. Moreover, it is flexible to generate points with either stationary or non-stationary intensity, starting from any arbitrary time with any arbitrary initial intensity. It is also straightforward to implement, and can easily extend to multi-dimensional versions, for further applications in modelling contagion risk or clustering arrival of events in finance, insurance, economics and many other fields. Simulation algorithms for one dimension and multi-dimension are represented, with numerical examples of univariate and bivariate processes provided as illustrations.
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  • Статистика публикаций обновляется еженедельно.

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ГОСТ |
Цитировать
Dassios A., Zhao H. Exact simulation of Hawkes process with exponentially decaying intensity // Electronic Communications in Probability. 2013. Vol. 18. No. none.
ГОСТ со всеми авторами (до 50) Скопировать
Dassios A., Zhao H. Exact simulation of Hawkes process with exponentially decaying intensity // Electronic Communications in Probability. 2013. Vol. 18. No. none.
RIS |
Цитировать
TY - JOUR
DO - 10.1214/ECP.v18-2717
UR - https://doi.org/10.1214/ECP.v18-2717
TI - Exact simulation of Hawkes process with exponentially decaying intensity
T2 - Electronic Communications in Probability
AU - Dassios, Angelos
AU - Zhao, Hongbiao
PY - 2013
DA - 2013/01/01
PB - Institute of Mathematical Statistics
IS - none
VL - 18
SN - 1083-589X
ER -
BibTex
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BibTex (до 50 авторов) Скопировать
@article{2013_Dassios,
author = {Angelos Dassios and Hongbiao Zhao},
title = {Exact simulation of Hawkes process with exponentially decaying intensity},
journal = {Electronic Communications in Probability},
year = {2013},
volume = {18},
publisher = {Institute of Mathematical Statistics},
month = {jan},
url = {https://doi.org/10.1214/ECP.v18-2717},
number = {none},
doi = {10.1214/ECP.v18-2717}
}
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