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Positive Reinforced Generalized Time-Dependent Pólya Urns via Stochastic Approximation 通过随机逼近实现正向强化的广义时变波利亚乌恩
IF 0.8 4区 数学 Q3 STATISTICS & PROBABILITY Pub Date : 2024-09-04 DOI: 10.1007/s10959-024-01366-w
Wioletta M. Ruszel, Debleena Thacker

Consider a generalized time-dependent Pólya urn process defined as follows. Let (din mathbb {N}) be the number of urns/colors. At each time n, we distribute (sigma _n) balls randomly to the d urns, proportionally to f, where f is a valid reinforcement function. We consider a general class of positive reinforcement functions (mathcal {R}) assuming some monotonicity and growth condition. The class (mathcal {R}) includes convex functions and the classical case (f(x)=x^{alpha }), (alpha >1). The novelty of the paper lies in extending stochastic approximation techniques to the d-dimensional case and proving that eventually the process will fixate at some random urn and the other urns will not receive any balls anymore.

考虑一个广义的随时间变化的波利亚瓮过程,其定义如下。让 (din mathbb {N}) 是瓮/颜色的数量。在每个时间 n,我们将 (sigma _n) 个球按 f 的比例随机分配到 d 个瓮中,其中 f 是一个有效的强化函数。我们考虑了正强化函数的一般类别(假设有一些单调性和增长条件)。该类函数包括凸函数和经典的 (f(x)=x^{alpha }), (alpha >1).本文的新颖之处在于将随机逼近技术扩展到了 d 维情况,并证明了最终过程将固定在某个随机瓮上,而其他瓮将不再接收任何球。
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引用次数: 0
Invariant Measures for Stochastic Reaction–Diffusion Problems on Unbounded Thin Domains Driven by Nonlinear Noise 非线性噪声驱动的无界薄域上随机反应-扩散问题的不变度量
IF 0.8 4区 数学 Q3 STATISTICS & PROBABILITY Pub Date : 2024-09-02 DOI: 10.1007/s10959-024-01367-9
Zhe Pu, Jianxiu Guo, Dingshi Li

This article is concerned with the limiting behavior of invariant measures for stochastic reaction–diffusion equations driven by nonlinear noise on unbounded thin domains. We first show the existence of invariant measures when the diffusion terms are globally Lipschitz continuous. The uniform estimates on the tails of solutions are employed to present the tightness of a family of probability distributions of solutions in order to overcome the non-compactness of usual Sobolev embeddings on unbounded domains. Then, we prove any limit of invariant measures of the equations defined on ((n+1))-dimensional unbounded thin domains must be an invariant measure of the limiting system as the thin domains collapse onto the space (mathbb {R}^n).

本文关注无界薄域上由非线性噪声驱动的随机反应扩散方程的不变量测量的极限行为。我们首先证明了当扩散项为全局 Lipschitz 连续时不变量的存在性。利用对解的尾部的均匀估计,提出了解的概率分布族的紧密性,以克服无界域上通常的 Sobolev 嵌入的非紧密性。然后,我们证明了定义在((n+1))维无界薄域上的方程的不变度量的任何极限都必须是极限系统的不变度量,因为薄域塌缩到了(mathbb {R}^n)空间上。
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引用次数: 0
Urns with Multiple Drawings and Graph-Based Interaction 带有多幅图画和基于图形的互动的骨灰瓮
IF 0.8 4区 数学 Q3 STATISTICS & PROBABILITY Pub Date : 2024-08-22 DOI: 10.1007/s10959-024-01365-x
Yogesh Dahiya, Neeraja Sahasrabudhe

Consider a finite undirected graph and place an urn with balls of two colours at each vertex. At every discrete time step, for each urn, a fixed number of balls are drawn from that same urn with probability p and from a randomly chosen neighbour of that urn with probability (1-p). Based on what is drawn, the urns then reinforce themselves or their neighbours. For every ball of a given colour in the sample, in case of Pólya-type reinforcement, a constant multiple of balls of that colour is added while in case of Friedman-type reinforcement, balls of the other colour are reinforced. These different choices for reinforcement give rise to multiple models. In this paper, we study the convergence of the fraction of balls of either colour across urns for all of these models. We show that in most cases the urns synchronize, that is, the fraction of balls of either colour in each urn converges to the same limit almost surely. A different kind of asymptotic behaviour is observed on bipartite graphs. We also prove similar results for the case of finite directed graphs.

考虑一个有限无向图,并在每个顶点放置一个装有两种颜色球的瓮。在每个离散的时间步长内,每个瓮都会以 p 的概率从同一个瓮中抽取固定数量的球,并以 (1-p)的概率从该瓮随机选择的邻近瓮中抽取固定数量的球。根据抽取的结果,瓮中的球会加强自己或邻居的实力。对于样本中的每一个给定颜色的球,如果是波利亚型强化,就会增加该颜色球的恒定倍数,而如果是弗里德曼型强化,就会强化另一种颜色的球。这些不同的强化选择产生了多种模型。在本文中,我们研究了所有这些模型的瓮中任一颜色小球比例的收敛性。我们的研究表明,在大多数情况下,瓮同步,即每个瓮中任一颜色球的比例几乎肯定会收敛到相同的极限。在双方形图上,我们观察到了一种不同的渐近行为。我们还证明了有限有向图的类似结果。
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引用次数: 0
Stability, Uniqueness and Existence of Solutions to McKean–Vlasov Stochastic Differential Equations in Arbitrary Moments 任意时刻麦金-弗拉索夫随机微分方程解的稳定性、唯一性和存在性
IF 0.8 4区 数学 Q3 STATISTICS & PROBABILITY Pub Date : 2024-08-19 DOI: 10.1007/s10959-024-01344-2
Alexander Kalinin, Thilo Meyer-Brandis, Frank Proske

We deduce stability and pathwise uniqueness for a McKean–Vlasov equation with random coefficients and a multidimensional Brownian motion as driver. Our analysis focuses on a non-Lipschitz continuous drift and includes moment estimates for random Itô processes that are of independent interest. For deterministic coefficients, we provide unique strong solutions even if the drift fails to be of affine growth. The theory that we develop rests on Itô’s formula and leads to pth moment and pathwise exponential stability for (pge 2) with explicit Lyapunov exponents.

我们推导了具有随机系数和多维布朗运动驱动的麦金-弗拉索夫方程的稳定性和路径唯一性。我们的分析重点是非 Lipschitz 连续漂移,并包括与之相关的随机 Itô 过程的矩估计。对于确定性系数,即使漂移不具有仿射增长性,我们也能提供唯一的强解。我们所发展的理论建立在伊托公式的基础上,并通过明确的Lyapunov指数为(pge 2) 引出了pth矩和路径指数稳定性。
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引用次数: 0
Penalization of Galton–Watson Trees with Marked Vertices 带标记顶点的加尔顿-沃森树的惩罚化
IF 0.8 4区 数学 Q3 STATISTICS & PROBABILITY Pub Date : 2024-08-12 DOI: 10.1007/s10959-024-01364-y
Abraham Romain, Boulal Sonia, Debs Pierre

We consider a Galton–Watson tree where each node is marked independently of each other with a probability depending on its out-degree. Using a penalization method, we exhibit new martingales where the number of marks up to level (n-1) appears. Then, we use these martingales to define new probability measures via a Girsanov transformation and describe the distribution of the random trees under these new probabilities.

我们考虑了一棵加尔顿-沃森树,在这棵树上,每个节点都是独立标记的,其概率取决于节点的外度。利用惩罚方法,我们展示了新的马丁格尔,其中标记数达到了 (n-1)级。然后,我们通过吉尔萨诺夫(Girsanov)变换利用这些马氏定理定义了新的概率度量,并描述了这些新概率下随机树的分布。
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引用次数: 0
Berry–Esseen-Type Estimates for Random Variables with a Sparse Dependency Graph 具有稀疏依赖图的随机变量的贝里-埃森型估计值
IF 0.8 4区 数学 Q3 STATISTICS & PROBABILITY Pub Date : 2024-08-12 DOI: 10.1007/s10959-024-01363-z
Maximilian Janisch, Thomas Lehéricy

We obtain Berry–Esseen-type bounds for the sum of random variables with a dependency graph and uniformly bounded moments of order (delta in (2,infty ]) using a Fourier transform approach. Our bounds improve the state-of-the-art obtained by Stein’s method in the regime where the degree of the dependency graph is large.

我们利用傅立叶变换方法,得到了具有隶属图的随机变量之和的贝里-埃森(Berry-Esseen)型边界,以及阶为 (delta in (2,infty ]) 的均匀约束矩。在依赖图程度很大的情况下,我们的边界改进了斯坦因方法所获得的最新水平。
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引用次数: 0
Generalized Iterated Poisson Process and Applications 广义迭代泊松过程及其应用
IF 0.8 4区 数学 Q3 STATISTICS & PROBABILITY Pub Date : 2024-08-04 DOI: 10.1007/s10959-024-01362-0
Ritik Soni, Ashok Kumar Pathak

In this paper, we consider the composition of a homogeneous Poisson process with an independent time-fractional Poisson process. We call this composition the generalized iterated Poisson process (GIPP). The probability law in terms of the fractional Bell polynomials, governing fractional differential equations, and the compound representation of the GIPP are obtained. We give explicit expressions for mean and covariance and study the long-range dependence property of the GIPP. It is also shown that the GIPP is over-dispersed. Some results related to first-passage time distribution and the hitting probability are also examined. We define the compound and the multivariate versions of the GIPP and explore their main characteristics. Further, we consider a surplus model based on the compound version of the iterated Poisson process (IPP) and derive several results related to ruin theory. Its applications using the Poisson–Lindley and the zero-truncated geometric distributions are also provided. Finally, simulated sample paths for the IPP and the GIPP are presented.

在本文中,我们考虑的是同质泊松过程与独立时间分数泊松过程的组合。我们称这种组合为广义迭代泊松过程(GIPP)。我们得到了分式贝尔多项式的概率规律、分式微分方程以及 GIPP 的复合表示。我们给出了均值和协方差的明确表达式,并研究了 GIPP 的长程依赖特性。研究还表明,GIPP 是过度分散的。我们还研究了一些与首次通过时间分布和命中概率相关的结果。我们定义了 GIPP 的复合版本和多元版本,并探讨了它们的主要特征。此外,我们还考虑了基于迭代泊松过程(IPP)复合版本的盈余模型,并推导出与毁坏理论相关的若干结果。我们还提供了使用泊松-林德利分布和零截断几何分布的应用。最后,介绍了 IPP 和 GIPP 的模拟样本路径。
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引用次数: 0
Optimal Controllability for Multi-Term Time-Fractional Stochastic Systems with Non-Instantaneous Impulses 具有非瞬时脉冲的多期时间-分数随机系统的最佳可控性
IF 0.8 4区 数学 Q3 STATISTICS & PROBABILITY Pub Date : 2024-07-23 DOI: 10.1007/s10959-024-01360-2
A. Afreen, A. Raheem, A. Khatoon

In the present paper, we study the existence and optimal controllability of a multi-term time-fractional stochastic system with non-instantaneous impulses. Using semigroup theory, stochastic techniques, and Krasnoselskii’s fixed point theorem, we first establish the existence of a mild solution. Further, we obtain that there exists an optimal state-control pair for the system under certain assumptions. Some examples are given to illustrate the abstract results.

本文研究了具有非瞬时脉冲的多期时间分式随机系统的存在性和最优可控性。利用半群理论、随机技术和 Krasnoselskii 定点定理,我们首先确定了温和解的存在性。此外,我们还得出,在某些假设条件下,该系统存在最优状态控制对。我们给出了一些例子来说明这些抽象结果。
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引用次数: 0
Moderate and $$L^p$$ Maximal Inequalities for Diffusion Processes and Conformal Martingales 扩散过程和共形马汀尔的温和与 $$L^p$$ 最大不等式
IF 0.8 4区 数学 Q3 STATISTICS & PROBABILITY Pub Date : 2024-07-18 DOI: 10.1007/s10959-024-01359-9
Xian Chen, Yong Chen, Yumin Cheng, Chen Jia

The (L^p) maximal inequalities for martingales are one of the classical results in the theory of stochastic processes. Here, we establish the sharp moderate maximal inequalities for one-dimensional diffusion processes, which generalize the (L^p) maximal inequalities for diffusions. Moreover, we apply our theory to many specific examples, including the Ornstein–Uhlenbeck (OU) process, Brownian motion with drift, reflected Brownian motion with drift, Cox–Ingersoll–Ross process, radial OU process, and Bessel process. The results are further applied to establish the moderate maximal inequalities for some high-dimensional processes, including the complex OU process and general conformal local martingales.

马氏最大不等式((L^p) maximal inequalities for martingales)是随机过程理论的经典结果之一。在这里,我们建立了一维扩散过程的尖锐中度最大不等式,它概括了扩散过程的 (L^p) 最大不等式。此外,我们还将我们的理论应用于许多具体的例子,包括奥恩斯坦-乌伦贝克(Ornstein-Uhlenbeck,OU)过程、带漂移的布朗运动、带漂移的反射布朗运动、考克斯-英格索尔-罗斯过程、径向 OU 过程和贝塞尔过程。这些结果还进一步应用于建立一些高维过程的中等最大不等式,包括复杂 OU 过程和一般共形局部马氏过程。
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引用次数: 0
Well-Posedness for Path-Distribution Dependent Stochastic Differential Equations with Singular Drifts 具有奇异漂移的路径分布依赖随机微分方程的良好拟合
IF 0.8 4区 数学 Q3 STATISTICS & PROBABILITY Pub Date : 2024-07-14 DOI: 10.1007/s10959-024-01356-y
Xiao-Yu Zhao

Well-posedness is derived for singular path-distribution dependent stochastic differential equations (SDEs) with non-degenerate noise, where the drift is allowed to be singular in the current state, but maintains local Lipschitz continuity in the historical path, and the coefficients are Lipschitz continuous with respect to a weighted variation distance in the distribution variable. Notably, this result is new even for classical path-dependent SDEs where the coefficients are distribution independent. Moreover, by strengthening the local Lipschitz continuity to Lipschitz continuity and replacing the weighted variation distance with the Wasserstein distance, we also obtain well-posedness.

本文推导了具有非退化噪声的奇异路径依赖分布随机微分方程(SDE)的良好求解性,其中允许漂移在当前状态下是奇异的,但在历史路径上保持局部利普希兹连续性,并且系数相对于分布变量的加权变化距离是利普希兹连续的。值得注意的是,即使对于系数与分布无关的经典路径依赖 SDE,这一结果也是全新的。此外,通过将局部 Lipschitz 连续性加强为 Lipschitz 连续性,并用 Wasserstein 距离代替加权变化距离,我们还获得了良好拟合。
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引用次数: 0
期刊
Journal of Theoretical Probability
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