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相关论文: Perfect Sampling of Hawkes Processes and Queues wi…

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We investigate the long-run behavior of single-server queues with Hawkes arrivals and general service distributions and related optimization problems. In detail, utilizing novel coupling techniques, we establish finite moment bounds for the…

概率论 · 数学 2023-11-14 Xinyun Chen , Guiyu Hong

As an extension of self-exciting Hawkes process, the multivariate Hawkes process models counting processes of different types of random events with mutual excitement. In this paper, we present a perfect sampling algorithm that can generate…

应用统计 · 统计学 2020-11-12 Xinyun Chen , Xiuwen Wang

In this paper we study the number of customers in infinite-server queues with a self-exciting (Hawkes) arrival process. Initially we assume that service requirements are exponentially distributed and that the Hawkes arrival process is of a…

概率论 · 数学 2018-05-02 David Koops , Mayank Saxena , Onno Boxma , Michel Mandjes

We introduce the first class of perfect sampling algorithms for the steady-state distribution of multi-server queues with general interarrival time and service time distributions. Our algorithm is built on the classical dominated coupling…

概率论 · 数学 2015-08-11 Jose Blanchet , Jing Dong , Yanan Pei

Many stochastic systems have arrival processes that exhibit clustering behavior. In these systems, arriving entities influence additional arrivals to occur through self-excitation of the arrival process. In this paper, we analyze an…

概率论 · 数学 2018-05-10 Andrew Daw , Jamol Pender

We provide the first perfect sampling algorithm for a Generalized Jackson Network of FIFO queues under arbitrary topology and non-Markovian assumptions on the input of the network. We assume (in addition to stability) that the interarrival…

概率论 · 数学 2016-02-16 Jose Blanchet , Xinyun Chen

We present the first class of perfect sampling (also known as exact simulation) algorithms for the steady-state distribution of non-Markovian loss networks. We use a variation of Dominated Coupling From The Past for which we simulate a…

概率论 · 数学 2013-12-17 Jose Blanchet , Jing Dong

Targeting a better understanding of credit market dynamics, the authors have studied a stochastic model named the Hawkes process. Describing trades arrival times, this kind of model allows for the capture of self-excitement and mutual…

应用统计 · 统计学 2019-02-12 Achraf Bahamou , Maud Doumergue , Philippe Donnat

The Hawkes process is a model for counting the number of arrivals to a system which exhibits the self-exciting property - that one arrival creates a heightened chance of further arrivals in the near future. The model, and its…

统计方法学 · 统计学 2024-05-20 Patrick J. Laub , Young Lee , Philip K. Pollett , Thomas Taimre

Hawkes processes are a class of point processes that have the ability to model the self- and mutual-exciting phenomena. Although the classic Hawkes processes cover a wide range of applications, their expressive ability is limited due to…

机器学习 · 计算机科学 2021-06-10 Feng Zhou , Quyu Kong , Yixuan Zhang , Cheng Feng , Jun Zhu

Perfect sampling is a technique that uses coupling arguments to provide a sample from the stationary distribution of a Markov chain in a finite time without ever computing the distribution. This technique is very efficient if all the events…

离散数学 · 计算机科学 2015-03-17 Ana Bušić , Bruno Gaujal , Furcy Pin

In a discrete-time setting, we consider an arrival process $\left\{\xi_n \, \middle| \, n = 1, 2, \ldots \right\}$, which models the occurrence of events, and a corresponding point process $\left\{H_n \, \middle| \, n = 1, 2, \ldots…

概率论 · 数学 2026-03-10 Utpal Jyoti Deba Sarma , Dharmaraja Selvamuthu

Hawkes processes are a particularly interesting class of stochastic process that have been applied in diverse areas, from earthquake modelling to financial analysis. They are point processes whose defining characteristic is that they…

概率论 · 数学 2015-07-13 Patrick J. Laub , Thomas Taimre , Philip K. Pollett

A point process for event arrivals in high frequency trading is presented. The intensity is the product of a Hawkes process and high dimensional functions of covariates derived from the order book. Conditions for stationarity of the process…

交易与市场微观结构 · 定量金融 2026-05-12 Luca Mucciante , Alessio Sancetta

A univariate Hawkes process is a simple point process that is self-exciting and has clustering effect. The intensity of this point process is given by the sum of a baseline intensity and another term that depends on the entire past history…

概率论 · 数学 2018-10-04 Xuefeng Gao , Lingjiong Zhu

This paper is devoted to the study of the number of customers in infinite-server systems driven by Hawkes processes. In these systems, the self-exciting arrival process is assumed to be represented by a Hawkes process and the self-exciting…

概率论 · 数学 2022-08-08 Dharmaraja Selvamuthu , Paola Tardelli

We propose an extension to Hawkes processes by treating the levels of self-excitation as a stochastic differential equation. Our new point process allows better approximation in application domains where events and intensities accelerate…

机器学习 · 计算机科学 2016-09-23 Young Lee , Kar Wai Lim , Cheng Soon Ong

The Hawkes process is a self-exciting sample point process. It has wide applications in finance, social networks, criminology, seismology, and many other fields. With the development of storage technology, data-driven models are attracting…

概率论 · 数学 2021-06-23 Haixu Wang

Hawkes Processes are a type of point process which models self-excitement among time events. It has been used in a myriad of applications, ranging from finance and earthquakes to crime rates and social network activity analysis.Recently, a…

机器学习 · 计算机科学 2021-01-05 Rafael Lima

We propose a simulation method for multidimensional Hawkes processes based on superposition theory of point processes. This formulation allows us to design efficient simulations for Hawkes processes with differing exponentially decaying…

机器学习 · 统计学 2018-03-14 Kar Wai Lim , Young Lee , Leif Hanlen , Hongbiao Zhao
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