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Diffusion approximation of multi-class Hawkes processes: Theoretical and numerical analysis 多类Hawkes过程的扩散近似:理论与数值分析
IF 1.2 4区 数学 Q3 Mathematics Pub Date : 2021-09-01 DOI: 10.1017/apr.2020.73
Julien Chevallier, A. Melnykova, I. Tubikanec
Abstract Oscillatory systems of interacting Hawkes processes with Erlang memory kernels were introduced by Ditlevsen and Löcherbach (Stoch. Process. Appl., 2017). They are piecewise deterministic Markov processes (PDMP) and can be approximated by a stochastic diffusion. In this paper, first, a strong error bound between the PDMP and the diffusion is proved. Second, moment bounds for the resulting diffusion are derived. Third, approximation schemes for the diffusion, based on the numerical splitting approach, are proposed. These schemes are proved to converge with mean-square order 1 and to preserve the properties of the diffusion, in particular the hypoellipticity, the ergodicity, and the moment bounds. Finally, the PDMP and the diffusion are compared through numerical experiments, where the PDMP is simulated with an adapted thinning procedure.
Ditlevsen和Löcherbach介绍了具有Erlang记忆核的Hawkes过程的相互作用振荡系统(Stoch.Process.Appl.,2017)。它们是分段确定性马尔可夫过程(PDMP),可以通过随机扩散来近似。本文首先证明了PDMP与扩散之间存在一个强误差界。其次,导出了所得扩散的矩界。第三,基于数值分裂方法,提出了扩散的近似方案。这些方案被证明收敛于均方阶1,并保持了扩散的性质,特别是亚椭圆性、遍历性和矩界。最后,通过数值实验对PDMP和扩散进行了比较,并采用适当的细化程序对PDMP进行了模拟。
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引用次数: 5
APR volume 53 issue 3 Cover and Back matter APR第53卷第3期封面和封底
IF 1.2 4区 数学 Q3 Mathematics Pub Date : 2021-09-01 DOI: 10.1017/apr.2021.48
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引用次数: 0
Interlacement limit of a stopped random walk trace on a torus 环面上停止随机游走轨迹的交错极限
IF 1.2 4区 数学 Q3 Mathematics Pub Date : 2021-08-28 DOI: 10.1017/apr.2023.24
Antal A. J'arai, Minwei Sun
We consider a simple random walk on $mathbb{Z}^d$ started at the origin and stopped on its first exit time from $({-}L,L)^d cap mathbb{Z}^d$ . Write L in the form $L = m N$ with $m = m(N)$ and N an integer going to infinity in such a way that $L^2 sim A N^d$ for some real constant $A gt 0$ . Our main result is that for $d ge 3$ , the projection of the stopped trajectory to the N-torus locally converges, away from the origin, to an interlacement process at level $A d sigma_1$ , where $sigma_1$
我们考虑在$mathbb{Z}^d$上进行一个简单的随机漫步,从原点开始,并在从$({-}L,L)^d cap mathbb{Z}^d$的第一个退出时间停止。把L写成$L = m N$的形式,其中$m = m(N)$ N是一个趋于无穷的整数,这样$L^2 sim A N^d$对于某个实常数$A gt 0$。我们的主要结果是,对于$d ge 3$,停止轨迹到n环面的投影局部收敛,远离原点,到水平$A d sigma_1$的交错过程,其中$sigma_1$是独立于交错过程的单位立方体$({-}1,1)^d$的布朗运动的退出时间。上述问题是对Windisch(2008)和Sznitman(2009)的结果的变异。
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引用次数: 0
Predicting the last zero before an exponential time of a spectrally negative Lévy process 预测光谱负lsamvy过程的指数时间之前的最后一个零
IF 1.2 4区 数学 Q3 Mathematics Pub Date : 2021-08-10 DOI: 10.1017/apr.2022.47
E. Baurdoux, J. M. Pedraza
Abstract Given a spectrally negative Lévy process, we predict, in an $L_1$ sense, the last passage time of the process below zero before an independent exponential time. This optimal prediction problem generalises [2], where the infinite-horizon problem is solved. Using a similar argument as that in [24], we show that this optimal prediction problem is equivalent to solving an optimal prediction problem in a finite-horizon setting. Surprisingly (unlike the infinite-horizon problem), an optimal stopping time is based on a curve that is killed at the moment the mean of the exponential time is reached. That is, an optimal stopping time is the first time the process crosses above a non-negative, continuous, and non-increasing curve depending on time. This curve and the value function are characterised as a solution of a system of nonlinear integral equations which can be understood as a generalisation of the free boundary equations (see e.g. [21, Chapter IV.14.1]) in the presence of jumps. As an example, we numerically calculate this curve in the Brownian motion case and for a compound Poisson process with exponential-sized jumps perturbed by a Brownian motion.
摘要给定一个谱负Lévy过程,我们在$L_1$意义上预测了该过程在独立指数时间之前的最后一次通过时间。这个最优预测问题推广了[2],其中解决了无限视界问题。使用与[24]中类似的论点,我们证明了这个最优预测问题等价于在有限时域设置中求解最优预测问题。令人惊讶的是(与无限地平线问题不同),最佳停止时间是基于在达到指数时间平均值时终止的曲线。也就是说,最佳停止时间是过程第一次越过取决于时间的非负、连续和非增加曲线。该曲线和值函数被描述为非线性积分方程组的解,该方程组可以被理解为存在跳跃的自由边界方程的推广(例如参见[21,第IV.14.1]章)。作为一个例子,我们在布朗运动的情况下,以及在布朗运动扰动下具有指数大小跳跃的复合泊松过程中,数值计算了这条曲线。
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引用次数: 0
Local limits of spatial inhomogeneous random graphs 空间非齐次随机图的局部极限
IF 1.2 4区 数学 Q3 Mathematics Pub Date : 2021-07-19 DOI: 10.1017/apr.2022.61
R. van der Hofstad, Pim van der Hoorn, Neeladri Maitra
Abstract Consider a set of n vertices, where each vertex has a location in $mathbb{R}^d$ that is sampled uniformly from the unit cube in $mathbb{R}^d$ , and a weight associated to it. Construct a random graph by placing edges independently for each vertex pair with a probability that is a function of the distance between the locations and the vertex weights. Under appropriate integrability assumptions on the edge probabilities that imply sparseness of the model, after appropriately blowing up the locations, we prove that the local limit of this random graph sequence is the (countably) infinite random graph on $mathbb{R}^d$ with vertex locations given by a homogeneous Poisson point process, having weights which are independent and identically distributed copies of limiting vertex weights. Our set-up covers many sparse geometric random graph models from the literature, including geometric inhomogeneous random graphs (GIRGs), hyperbolic random graphs, continuum scale-free percolation, and weight-dependent random connection models. We prove that the limiting degree distribution is mixed Poisson and the typical degree sequence is uniformly integrable, and we obtain convergence results on various measures of clustering in our graphs as a consequence of local convergence. Finally, as a byproduct of our argument, we prove a doubly logarithmic lower bound on typical distances in this general setting.
摘要考虑一组n个顶点,其中每个顶点在$mathbb{R}^d$中都有一个位置,该位置是从$mathbb{R}^ d$中的单位立方体中均匀采样的,并有一个与其相关的权重。通过为每个顶点对独立放置边来构造随机图,概率是位置和顶点权重之间距离的函数。在暗示模型稀疏性的边缘概率的适当可积性假设下,在适当地爆破位置之后,我们证明了该随机图序列的局部极限是$mathbb{R}^d$上的(可计数)无限随机图,其顶点位置由齐次泊松点过程给出,其权重是限制顶点权重的独立且相同分布的副本。我们的设置涵盖了文献中的许多稀疏几何随机图模型,包括几何非均匀随机图(GIRG)、双曲随机图、连续无标度渗流和权重相关随机连接模型。我们证明了极限度分布是混合泊松的,典型度序列是一致可积的,并且由于局部收敛,我们得到了图中各种聚类测度的收敛结果。最后,作为我们论点的副产品,我们证明了在这种一般设置下,典型距离的双对数下界。
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引用次数: 6
Parking functions: interdisciplinary connections 停车功能:跨学科连接
IF 1.2 4区 数学 Q3 Mathematics Pub Date : 2021-07-05 DOI: 10.1017/apr.2022.49
Mei Yin
Abstract Suppose that m drivers each choose a preferred parking space in a linear car park with n spots. In order, each driver goes to their chosen spot and parks there if possible, and otherwise takes the next available spot if it exists. If all drivers park successfully, the sequence of choices is called a parking function. Classical parking functions correspond to the case $m=n$ . We investigate various probabilistic properties of a uniform parking function. Through a combinatorial construction termed a parking function multi-shuffle, we give a formula for the law of multiple coordinates in the generic situation $m lesssim n$ . We further deduce all possible covariances: between two coordinates, between a coordinate and an unattempted spot, and between two unattempted spots. This asymptotic scenario in the generic situation $m lesssim n$ is in sharp contrast with that of the special situation $m=n$ . A generalization of parking functions called interval parking functions is also studied, in which each driver is willing to park only in a fixed interval of spots. We construct a family of bijections between interval parking functions with n cars and n spots and edge-labeled spanning trees with $n+1$ vertices and a specified root.
摘要假设在一个有n个停车位的线性停车场中,m名司机每人选择一个首选停车位。按照顺序,每个司机都会去他们选择的地点,如果可能的话,把车停在那里,否则,如果有,就去下一个可用的地点。如果所有驾驶员都成功停车,则选择的顺序称为停车功能。经典的停车功能对应于$m=n$的情况。我们研究了均匀停车函数的各种概率性质。通过一个称为停车函数多重洗牌的组合结构,我们给出了在一般情况$mlesssim-n$下多坐标定律的一个公式。我们进一步推导了所有可能的协变:在两个坐标之间,在一个坐标和一个未受诱惑的点之间,以及在两个未受引诱的点之间。一般情况$mlesssim n$中的这种渐近情形与特殊情况$m=n$的渐近情形形成鲜明对比。还研究了停车函数的一个推广,称为区间停车函数,其中每个驾驶员只愿意在固定的停车点区间停车。我们构造了具有n个车和n个点的区间停车函数与具有$n+1$个顶点和指定根的边标记生成树之间的双射族。
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引用次数: 4
APR volume 53 issue 2 Cover and Front matter APR第53卷第2期封面和封面
IF 1.2 4区 数学 Q3 Mathematics Pub Date : 2021-06-01 DOI: 10.1017/apr.2021.6
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引用次数: 0
A generalised Dickman distribution and the number of species in a negative binomial process model 负二项过程模型中的广义Dickman分布和种数
IF 1.2 4区 数学 Q3 Mathematics Pub Date : 2021-06-01 DOI: 10.1017/apr.2020.61
Yuguang F. Ipsen, R. Maller, S. Shemehsavar
Abstract We derive the large-sample distribution of the number of species in a version of Kingman’s Poisson–Dirichlet model constructed from an $alpha$ -stable subordinator but with an underlying negative binomial process instead of a Poisson process. Thus it depends on parameters $alphain (0,1)$ from the subordinator and $r>0$ from the negative binomial process. The large-sample distribution of the number of species is derived as sample size $ntoinfty$ . An important component in the derivation is the introduction of a two-parameter version of the Dickman distribution, generalising the existing one-parameter version. Our analysis adds to the range of Poisson–Dirichlet-related distributions available for modeling purposes.
摘要本文推导了一个由$alpha$稳定从属关系构造的Kingman泊松-狄利克雷模型中物种数量的大样本分布,该模型的基础是负二项过程而不是泊松过程。因此,它取决于从属参数$alphain (0,1)$和负二项过程参数$r>0$。物种数量的大样本分布由样本量$ntoinfty$导出。推导中的一个重要组成部分是引入Dickman分布的双参数版本,推广现有的单参数版本。我们的分析增加了可用于建模目的的泊松-狄利克雷相关分布的范围。
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引用次数: 3
Kelly and Jackson networks with interchangeable, cooperative servers Kelly和Jackson网络,具有可互换的协作服务器
IF 1.2 4区 数学 Q3 Mathematics Pub Date : 2021-06-01 DOI: 10.1017/apr.2020.63
Chia-Li Wang, R. Wolff
Abstract In open Kelly and Jackson networks, servers are assigned to individual stations, serving customers only where they are assigned. We investigate the performance of modified networks where servers cooperate. A server who would be idle at the assigned station will serve customers at another station, speeding up service there. We assume interchangeable servers: the service rate of a server at a station depends only on the station, not the server. This gives work conservation, which is used in various ways. We investigate three levels of server cooperation, from full cooperation, where all servers are busy when there is work to do anywhere in the network, to one-way cooperation, where a server assigned to one station may assist a server at another, but not the converse. We obtain the same stability conditions for each level and, in a series of examples, obtain substantial performance improvement with server cooperation, even when stations before modification are moderately loaded.
摘要在开放的Kelly和Jackson网络中,服务器被分配到各个站点,只在分配给客户的地方为他们提供服务。我们研究了服务器协作的修改网络的性能。在指定站点空闲的服务器将在另一个站点为客户提供服务,从而加快那里的服务。我们假设服务器是可互换的:服务器在一个站点的服务速率只取决于站点,而不是服务器。这就产生了工作守恒,它以各种方式使用。我们研究了三个级别的服务器协作,从完全协作到单向协作,在完全协作中,当网络中的任何地方都有工作要做时,所有服务器都很忙,在单向协作中,分配给一个站点的服务器可以帮助另一个站点上的服务器,但不能帮助相反的服务器。我们为每个级别获得了相同的稳定性条件,在一系列示例中,通过服务器协作,即使在修改前的站点负载适中的情况下,我们也获得了显著的性能改进。
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引用次数: 0
Ruin problems for epidemic insurance 流行病保险的破产问题
IF 1.2 4区 数学 Q3 Mathematics Pub Date : 2021-06-01 DOI: 10.1017/apr.2020.66
C. Lefèvre, Matthieu Simon
Abstract The paper discusses the risk of ruin in insurance coverage of an epidemic in a closed population. The model studied is an extended susceptible–infective–removed (SIR) epidemic model built by Lefèvre and Simon (Methodology Comput. Appl. Prob. 22, 2020) as a block-structured Markov process. A fluid component is then introduced to describe the premium amounts received and the care costs reimbursed by the insurance. Our interest is in the risk of collapse of the corresponding reserves of the company. The use of matrix-analytic methods allows us to determine the distribution of ruin time, the probability of ruin, and the final amount of reserves. The case where the reserves are subjected to a Brownian noise is also studied. Finally, some of the results obtained are illustrated for two particular standard SIR epidemic models.
摘要本文讨论了传染病在封闭人群中的保险承保中的破产风险问题。所研究的模型是由lefvre和Simon (Methodology Comput)建立的一个扩展的易感-感染-去除(SIR)流行病模型。达成。Prob. 22, 2020)作为块结构的马尔可夫过程。然后引入流动成分来描述收到的保费数额和保险报销的护理费用。我们关心的是公司相应储备崩溃的风险。利用矩阵分析法,我们可以确定破产时间的分布、破产的概率和最终的储备金额。研究了保护区受布朗噪声影响的情况。最后,对两个特定的标准SIR流行病模型给出了一些结果。
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引用次数: 4
期刊
Advances in Applied Probability
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