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Conditional distributions, exchangeable particle systems, and stochastic partial differential equations 条件分布,可交换粒子系统,和随机偏微分方程
IF 1.5 2区 数学 Q2 STATISTICS & PROBABILITY Pub Date : 2014-08-01 DOI: 10.1214/13-AIHP543
D. Crisan, T. Kurtz, Yoonjung Lee
Stochastic partial dierential equations whose solutions are probability-measurevalued processes are considered. Measure-valued processes of this type arise naturally as de Finetti measures of innite exchangeable systems of particles and as the solutions for ltering problems. In both these cases, the solution is the conditional distribution of the solution of a stochastic dierential equation. The main result states that, under mild nondegeneracy conditions on the coecients of the stochastic dierential equation, the conditional distribution of its solution charges any open set. Under stronger conditions we show that it is absolutely continuous with respect to Lebesgue measure and its density is positive almost everywhere. As applications we show the existence of a solution of a system of interacting diusions and study the properties of the solution of the nonlinear ltering equation within a framework that allows for the signal noise and the observation noise to be correlated. The work was motivated by a model of asset price determination in which the price is given as a quantile of the valuations of innitely many individual investors. MSC 2010 subject classications: 60H15, 60G09, 60G35, 60J25
考虑解为概率测量值过程的随机偏微分方程。这种类型的测量值过程作为无限可交换粒子系统的德菲内蒂测量和过滤问题的解决方案自然出现。在这两种情况下,解都是随机微分方程解的条件分布。主要结果表明,在随机微分方程系数的轻度非退化条件下,其解的条件分布收费于任意开集。在更强的条件下,我们证明了它相对于勒贝格测度是绝对连续的,而且它的密度几乎处处为正。作为应用,我们证明了相互作用二聚体系统解的存在性,并在允许信号噪声和观测噪声相关的框架内研究了非线性滤波方程解的性质。这项工作的动机是一个资产价格决定模型,在这个模型中,价格是作为无限多个人投资者估值的分位数给出的。MSC 2010学科分类:60H15, 60G09, 60G35, 60J25
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引用次数: 20
Large deviations for non-Markovian diffusions and a path-dependent Eikonal equation 非马尔可夫扩散的大偏差和路径相关的Eikonal方程
IF 1.5 2区 数学 Q2 STATISTICS & PROBABILITY Pub Date : 2014-07-20 DOI: 10.1214/15-AIHP678
Jingsheng Ma, Zhenjie Ren, N. Touzi, Jianfeng Zhang
This paper provides a large deviation principle for Non-Markovian, Brownian motion driven stochastic differential equations with random coefficients. Similar to Gao & Liu [19], this extends the corresponding results collected in Freidlin & Wentzell [18]. However, we use a different line of argument, adapting the PDE method of Fleming [14] and Evans & Ishii [10] to the pathdependent case, by using backward stochastic differential techniques. Similar to the Markovian case, we obtain a characterization of the action function as the unique bounded solution of a path-dependent version of the Eikonal equation. Finally, we provide an application to the short maturity asymptotics of the implied volatility surface in financial mathematics.
本文给出了非马尔可夫布朗运动驱动的随机系数随机微分方程的大偏差原理。与Gao & Liu[19]类似,这扩展了Freidlin & Wentzell[18]收集的相应结果。然而,我们使用了不同的观点,通过使用倒向随机微分技术,将Fleming[14]和Evans & Ishii[10]的PDE方法应用于路径依赖的情况。与马尔可夫情况类似,我们得到了作用函数作为路径依赖的Eikonal方程的唯一有界解的一个表征。最后,给出了隐含波动率曲面的短期渐近性在金融数学中的一个应用。
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引用次数: 11
Total length of the genealogical tree for quadratic stationary continuous-state branching processes 二次平稳连续状态分支过程谱系树的总长度
IF 1.5 2区 数学 Q2 STATISTICS & PROBABILITY Pub Date : 2014-07-17 DOI: 10.1214/15-AIHP683
Hongwei Bi, Jean-François Delmas
We prove the existence of the total length process for the genealogical tree of a population model with random size given by a quadratic stationary continuous-state branching processes. We also give, for the one-dimensional marginal, its Laplace transform as well as the fluctuation of the corresponding convergence. This result is to be compared with the one obtained by Pfaffelhuber and Wakolbinger for constant size population associated to the Kingman coalescent. We also give a time reversal property of the number of ancestors process at all time, and give a description of the so-called lineage tree in this model.
用二次平稳连续状态分支过程给出了具有随机大小的种群模型的系谱树的总长度过程的存在性。对于一维边缘,我们也给出了它的拉普拉斯变换以及相应收敛的涨落。这一结果将与Pfaffelhuber和Wakolbinger对与Kingman聚结有关的等大小种群所得到的结果进行比较。我们还给出了在任何时刻祖先进程数量的时间反转性质,并给出了该模型中所谓的谱系树的描述。
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引用次数: 9
Any orthonormal basis in high dimension is uniformly distributed over the sphere 任何高维正交基都均匀分布在球面上
IF 1.5 2区 数学 Q2 STATISTICS & PROBABILITY Pub Date : 2014-06-10 DOI: 10.1214/15-AIHP732
S. Goldstein, J. Lebowitz, R. Tumulka, N. Zanghí
Let X be a real or complex Hilbert space of finite but large dimension d, let S(X) denote the unit sphere of X, and let u denote the normalized uniform measure on S(X). For a finite subset B of S(X), we may test whether it is approximately uniformly distributed over the sphere by choosing a partition A1,...,Am of S(X) and checking whether the fraction of points in B that lie in Ak is close to u(Ak) for each k = 1,...,m. We show that if B is any orthonormal basis of X and m is not too large, then, if we randomize the test by applying a random rotation to the sets A1,...,Am, B will pass the random test with probability close to 1. This statement is related to, but not entailed by, the law of large numbers. An application of this fact in quantum statistical mechanics is briefly described.
设X是一个大维有限的实数或复希尔伯特空间d,设S(X)表示X的单位球,设u表示S(X)上的归一化一致测度。对于S(X)的有限子集B,我们可以通过选择划分A1,…来检验它是否近似均匀分布在球上。,Am (S(X)),并检查对于每个k = 1,…,m, B中位于Ak中的点的分数是否接近u(Ak)。我们证明,如果B是X的任意正交基,m不太大,那么,如果我们通过对集合A1,…, a, B通过随机测试的概率接近于1。这个说法与大数定律有关,但不包含在大数定律中。简述了这一事实在量子统计力学中的应用。
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引用次数: 6
Liouville heat kernel: Regularity and bounds 刘维尔热核:规律性和界限
IF 1.5 2区 数学 Q2 STATISTICS & PROBABILITY Pub Date : 2014-06-02 DOI: 10.1214/15-AIHP676
Pascal Maillard, Rémi Rhodes, V. Vargas, O. Zeitouni
Dans ce papier, nous initions l’etude des proprietes analytiques du noyau de la chaleur de Liouville. En particulier, nous etablissons des estimees de regularite pour le noyau et nous l’encadrons par des bornes inferieures et superieures non triviales.
在这篇论文中,我们开始研究刘维尔热核的分析性质。特别地,我们建立了原子核的正则性估计,并将其置于非平凡的上下界。
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引用次数: 32
Scaling limits for the threshold window: When does a monotone Boolean function flip its outcome? 阈值窗口的缩放限制:单调布尔函数何时翻转其结果?
IF 1.5 2区 数学 Q2 STATISTICS & PROBABILITY Pub Date : 2014-05-28 DOI: 10.1214/16-AIHP786
Daniel Ahlberg, J. Steif, G. Pete
Consider a monotone Boolean function f:{0,1}^n to {0,1} and the canonical monotone coupling {eta_p:p in [0,1]} of an element in {0,1}^n chosen according to product measure with intensity p in [0,1]. The random point p in [0,1] where f(eta_p) flips from 0 to 1 is often concentrated near a particular point, thus exhibiting a threshold phenomenon. For a sequence of such Boolean functions, we peer closely into this threshold window and consider, for large n, the limiting distribution (properly normalized to be nondegenerate) of this random point where the Boolean function switches from being 0 to 1. We determine this distribution for a number of the Boolean functions which are typically studied and pay particular attention to the functions corresponding to iterated majorityand percolation crossings. It turns out that these limiting distributions have quite varying behavior. In fact, we show that any nondegenerate probability measure on R arises in this way for some sequence of Boolean functions.
考虑一个单调布尔函数f:{0,1}^n 到{0,1},以及{0,1}^n中一个元素的正则单调耦合{eta_p:p in[0,1]},该元素是根据强度p in[0,1]中的积测度选择的。在[0,1]中,f(eta_p)从0翻转到1的随机点p往往集中在一个特定点附近,从而表现出阈值现象。对于这样的布尔函数序列,我们仔细观察这个阈值窗口,并考虑,对于较大的n,这个布尔函数从0切换到1的随机点的极限分布(适当规范化为非退化)。我们确定了许多布尔函数的这种分布,这些函数通常被研究,并特别注意与迭代多数和渗透交叉相对应的函数。事实证明,这些极限分布有很多不同的行为。事实上,我们证明了对于布尔函数序列,R上的任何非退化概率测度都以这种方式产生。
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引用次数: 8
Long time behaviour and stationary regime of memory gradient diffusions 记忆梯度扩散的长时间行为和平稳状态
IF 1.5 2区 数学 Q2 STATISTICS & PROBABILITY Pub Date : 2014-05-01 DOI: 10.1214/12-AIHP536
S. Gadat, Fabien Panloup
In this paper, we are interested in a diffusion process based on a gradient descent. The process is non Markov and has a memory term which is built as a weighted average of the drift term all along the past of the trajectory. For this type of diffusion, we study the long time behaviour of the process in terms of the memory. We exhibit some conditions for the long-time stability of the dynamical system and then provide, when stable, some convergence properties of the occupation measures and of the marginal distribution, to the associated steady regimes. When the memory is too long, we show that in general, the dynamical system has a tendency to explode, and in the particular Gaussian case, we explicitly obtain the rate of divergence.
在本文中,我们感兴趣的是一个基于梯度下降的扩散过程。这个过程是非马尔可夫的,并且有一个记忆项,这个记忆项是沿着过去轨迹的漂移项的加权平均值。对于这种类型的扩散,我们从记忆的角度研究过程的长时间行为。我们给出了动力系统长期稳定的一些条件,并在稳定时给出了相关稳定状态的占用测度和边际分布的一些收敛性质。当记忆太长时,我们表明,一般情况下,动力系统有爆炸的倾向,并且在特殊的高斯情况下,我们显式地获得了散度率。
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引用次数: 21
Comparison between two types of large sample covariance matrices 两类大样本协方差矩阵的比较
IF 1.5 2区 数学 Q2 STATISTICS & PROBABILITY Pub Date : 2014-05-01 DOI: 10.1214/12-AIHP506
G. Pan
Let {X ij }, i, j = · · · , be a double array of independent and identically distributed (i.i.d.) real random variables with EX 11 = µ, E|X 11 − µ| 2 = 1 and E|X 11 | 4 < ∞. Consider sample covariance matrices (with/without empirical centering) S = 1 n n j=1 (s j − ¯ s)(s j − ¯ s) T and S = 1 n n j=1 s j s T j , where ¯ s = 1 n n j=1 s j and s j = T 1/2 n (X 1j , · · · , X pj) T with (T 1/2 n) 2 = T n , non-random symmetric non-negative definite matrix. It is proved that central limit theorems of eigenvalue statistics of S and S are different as n → ∞ with p/n approaching a positive constant. Moreover , it is also proved that such a different behavior is not observed in the average behavior of eigenvectors.
设{X ij}, i, j =···为独立同分布(i.i.d)实数随机变量的双数组,其中EX 11 =µ,E|X 11−µ| 2 = 1,E|X 11 | 4 <∞。考虑样本协方差矩阵(有/没有经验定心)S =1 n n j=1 (S j−¯S)(S j−¯S) T和S =1 n n j=1 S j S T j,其中¯S =1 n n j=1 S j和S j= t1 /2 n (X 1j,···,X pj) T with (T 1/2 n) 2 = T n,非随机对称非负定矩阵。证明了当n→∞且p/n趋近于正常数时S和S的特征值统计量的中心极限定理是不同的。此外,还证明了在特征向量的平均行为中没有观察到这种不同的行为。
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引用次数: 35
A Uniform Dimension Result for Two-Dimensional Fractional Multiplicative Processes 二维分数阶乘法过程的一致维数结果
IF 1.5 2区 数学 Q2 STATISTICS & PROBABILITY Pub Date : 2014-05-01 DOI: 10.1214/12-AIHP509
Xiong Jin
Given a two-dimensional fractional multiplicative process (Ft)t∈[0,1] determined by two Hurst exponents H1 and H2, we show that there is an associated uniform Hausdorff dimension result for the images of subsets of [0, 1] by F if and only if H1 = H2.
给定一个二维分数乘过程(Ft)t∈[0,1],由两个Hurst指数H1和H2决定,我们证明了当且仅当H1 = H2时,F对于[0,1]子集的图像存在一个关联的一致Hausdorff维数结果。
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引用次数: 1
On the Malliavin differentiability of BSDEs 关于BSDEs的Malliavin可微性
IF 1.5 2区 数学 Q2 STATISTICS & PROBABILITY Pub Date : 2014-04-03 DOI: 10.1214/15-AIHP723
Thibaut Mastrolia, Dylan Possamai, Anthony R'eveillac
In this paper we provide new conditions for the Malliavin differentiability of solutions of Lipschitz or quadratic BSDEs. Our results rely on the interpretation of the Malliavin derivative as a Gâteaux derivative in the directions of the Cameron-Martin space. Incidentally , we provide a new formulation for the characterization of the Malliavin-Sobolev type spaces $D^{1,p}$ .
本文给出了Lipschitz或二次BSDEs解的Malliavin可微性的新条件。我们的结果依赖于将Malliavin导数解释为Cameron-Martin空间方向上的g teaux导数。顺便提一下,我们为Malliavin-Sobolev型空间$D^{1,p}$的表征提供了一个新的表述。
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引用次数: 18
期刊
Annales De L Institut Henri Poincare-probabilites Et Statistiques
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