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The CLT Analogue for Cyclic Urns 循环瓮的CLT模拟物
Pub Date : 2015-07-29 DOI: 10.1137/1.9781611974324.11
Noëla Müller, Ralph Neininger
A cyclic urn is an urn model for balls of types $0,ldots,m-1$ where in each draw the ball drawn, say of type $j$, is returned to the urn together with a new ball of type $j+1 mod m$. The case $m=2$ is the well-known Friedman urn. The composition vector, i.e., the vector of the numbers of balls of each type after $n$ steps is, after normalization, known to be asymptotically normal for $2le mle 6$. For $mge 7$ the normalized composition vector does not converge. However, there is an almost sure approximation by a periodic random vector. In this paper the asymptotic fluctuations around this periodic random vector are identified. We show that these fluctuations are asymptotically normal for all $mge 7$. However, they are of maximal dimension $m-1$ only when $6$ does not divide $m$. For $m$ being a multiple of $6$ the fluctuations are supported by a two-dimensional subspace.
循环钢球缸是一种用于$0,ldots,m-1$型钢球的钢球缸模型,在每次抽出的钢球中,抽出的钢球(例如$j$型)与一个新的$j+1 mod m$型钢球一起返回到钢球缸中。这个案例$m=2$就是著名的弗里德曼骨灰盒。在归一化之后,已知复合向量,即在$n$步之后每种类型球的数量的向量对于$2le mle 6$是渐近正态的。对于$mge 7$,归一化复合向量不收敛。然而,有一个周期随机向量的近似几乎是肯定的。本文对该周期随机向量的渐近波动进行了辨识。我们证明这些波动对于所有$mge 7$都是渐近正态的。然而,只有当$6$不除$m$时,它们才是最大维数$m-1$。对于$m$是$6$的倍数,波动由二维子空间支持。
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引用次数: 6
Prime Factorization of the Kirchhoff Polynomial: Compact Enumeration of Arborescences Kirchhoff多项式的质因数分解:树列的紧枚举
Pub Date : 2015-07-28 DOI: 10.1137/1.9781611974324.10
Matús Mihalák, P. Uznański, Pencho Yordanov
We study the problem of enumerating all rooted directed spanning trees (arborescences) of a directed graph (digraph) $G=(V,E)$ of $n$ vertices. An arborescence $A$ consisting of edges $e_1,ldots,e_{n-1}$ can be represented as a monomial $e_1cdot e_2 cdots e_{n-1}$ in variables $e in E$. All arborescences $mathsf{arb}(G)$ of a digraph then define the Kirchhoff polynomial $sum_{A in mathsf{arb}(G)} prod_{ein A} e$. We show how to compute a compact representation of the Kirchhoff polynomial -- its prime factorization, and how it relates to combinatorial properties of digraphs such as strong connectivity and vertex domination. In particular, we provide digraph decomposition rules that correspond to factorization steps of the polynomial, and also give necessary and sufficient primality conditions of the resulting factors expressed by connectivity properties of the corresponding decomposed components. Thereby, we obtain a linear time algorithm for decomposing a digraph into components corresponding to factors of the initial polynomial, and a guarantee that no finer factorization is possible. The decomposition serves as a starting point for a recursive deletion-contraction algorithm, and also as a preprocessing phase for iterative enumeration algorithms. Both approaches produce a compressed output and retain some structural properties in the resulting polynomial. This proves advantageous in practical applications such as calculating steady states on digraphs governed by Laplacian dynamics, or computing the greatest common divisor of Kirchhoff polynomials. Finally, we initiate the study of a class of digraphs which allow for a practical enumeration of arborescences. Using our decomposition rules we observe that various digraphs from real-world applications fall into this class or are structurally similar to it.
研究了具有$n$个顶点的有向图$G=(V,E)$的所有有根有向生成树(树形)的枚举问题。由边组成的乔木$A$$e_1,ldots,e_{n-1}$可以表示为变量$e in E$中的单项$e_1cdot e_2 cdots e_{n-1}$。有向图的所有树形$mathsf{arb}(G)$定义Kirchhoff多项式$sum_{A in mathsf{arb}(G)} prod_{ein A} e$。我们展示了如何计算Kirchhoff多项式的紧凑表示——它的质因数分解,以及它如何与有向图的组合性质(如强连通性和顶点支配)相关。特别地,我们给出了与多项式分解步骤相对应的有向图分解规则,并给出了由相应分解分量的连通性表示的结果因子的充分必要素数条件。由此,我们得到了将有向图分解为与初始多项式的因子相对应的分量的线性时间算法,并保证不可能进行更精细的分解。分解是递归删除-收缩算法的起点,也是迭代枚举算法的预处理阶段。这两种方法都会产生压缩的输出,并在产生的多项式中保留一些结构属性。这在实际应用中被证明是有利的,例如计算由拉普拉斯动力学控制的有向图上的稳态,或计算基尔霍夫多项式的最大公约数。最后,我们开始研究一类有向图,它允许树杈的实际枚举。使用我们的分解规则,我们观察到来自实际应用程序的各种有向图都属于这一类,或者在结构上与之相似。
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引用次数: 8
Graphs with degree constraints 带度约束的图
Pub Date : 2015-06-09 DOI: 10.1137/1.9781611974324.4
Élie de Panafieu, Lander Ramos
Given a set D of nonnegative integers, we derive the asymptotic number of graphs with a givenvnumber of vertices, edges, and such that the degree of every vertex is in D. This generalizes existing results, such as the enumeration of graphs with a given minimum degree, and establishes new ones, such as the enumeration of Euler graphs, i.e. where all vertices have an even degree. Those results are derived using analytic combinatorics.
给定一个非负整数集D,我们导出了图的渐近数目,这些图具有给定数目的顶点和边,并且每个顶点的度数都在D内。这推广了已有的结果,例如具有给定最小度数的图的枚举,并建立了新的结果,例如所有顶点都具有偶数度数的欧拉图的枚举。这些结果是用解析组合学推导出来的。
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引用次数: 10
On Distributed Cardinality Estimation: Random Arcs Recycled 关于分布式基数估计:随机弧循环
Pub Date : 2015-01-04 DOI: 10.1137/1.9781611973761.12
Marcin Kardas, Mirosław Kutyłowski, Jakub Lemiesz
We introduce and analyze a distributed cardinality estimation algorithm for a network consisted of not synchronized nodes. Our solution can be regarded as a generalization of the classic approximate counting algorithm based on the balls and bins model and is connected to the well studied process of covering the circle with random arcs. Although the algorithm is presented in the context of a radio network, the basic idea is applicable to any system in which many uncoordinated nodes communicate over a shared medium. In the paper we prove the correctness of the algorithm and by the methods of complex analysis we carefully examine the accuracy and precision of the estimator we have proposed. We also show that the construction of the proposed algorithm is a backbone for simple distributed summation.
介绍并分析了一种由非同步节点组成的网络的分布式基数估计算法。我们的解可以看作是基于球箱模型的经典近似计数算法的推广,并与研究得很好的用随机弧线覆盖圆的过程有关。虽然该算法是在无线网络的环境中提出的,但其基本思想适用于任何在共享介质上许多不协调节点通信的系统。在本文中,我们证明了算法的正确性,并通过复分析的方法仔细检验了我们所提出的估计量的准确性和精密度。我们还证明了该算法的构造是简单分布式求和的主干。
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引用次数: 2
Cuts in Increasing Trees 砍伐增加的树木
Pub Date : 2015-01-04 DOI: 10.1137/1.9781611973761.6
O. Bodini, Antoine Genitrini
Increasing trees have been extensively studied, since it is a simple model for many natural phenomena. Our paper focuses on sub-families of increasing trees. We measure the number of connected components obtained after having removed the nodes whose labels are smaller than a given value. This measure of cut-length allows, for example, to analyse in average an algorithm for tree-labelling. It is noticeable that we give exact formulae for the distribution of trees according to their size and cut-lengths. Our approach is based on a construction using grafting processes.
由于树木的生长是许多自然现象的一个简单模型,人们对它进行了广泛的研究。本文主要研究生长树的亚科。我们测量移除标签小于给定值的节点后获得的连接组件的数量。例如,这种切割长度的测量方法可以用来分析树木标记的平均算法。值得注意的是,我们根据树木的大小和切割长度给出了树木分布的精确公式。我们的方法是基于使用嫁接过程的构造。
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引用次数: 4
Repeated fringe subtrees in random rooted trees 随机根树中的重复条纹子树
Pub Date : 2015-01-04 DOI: 10.1137/1.9781611973761.7
D. Ralaivaosaona, S. Wagner
A fringe subtree of a rooted tree is a subtree that consists of a node and all its descendants. In this paper, we are particularly interested in the number of fringe subtrees that occur repeatedly in a random rooted tree. Specifically, we show that the average number of fringe subtrees that occur at least r times is of asymptotic order n/(log n)3/2 for every r ≥ 2 (with small periodic fluctuations in the main term) if a tree is taken uniformly at random from a simply generated family. Moreover, we also prove a strong concentration result for a related parameter: the size of the smallest tree that does not occur as a fringe subtree is with high probability equal to one of at most two different values. The main proof ingredients are singularity analysis, bootstrapping and the first and second moment methods.
根树的边缘子树是由节点及其所有子树组成的子树。在本文中,我们特别感兴趣的是在随机根树中重复出现的条纹子树的数量。具体地说,我们证明,如果从简单生成族中均匀随机取树,则对于每r≥2(主项有小周期波动),出现至少r次的条纹子树的平均数目为渐近阶n/(log n)3/2。此外,我们还证明了一个相关参数的强集中结果:不作为条纹子树出现的最小树的大小大概率等于最多两个不同值中的一个。主要的证明手段是奇点分析、自举和一阶矩法和二阶矩法。
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引用次数: 8
Linear-time generation of inhomogeneous random directed walks 非齐次随机有向行走的线性时间生成
Pub Date : 2015-01-04 DOI: 10.1137/1.9781611973761.5
Frédérique Bassino, A. Sportiello
Directed random walks in dimension two describe the diffusion dynamics of particles in a line. Through a well-known bijection, excursions, i.e. walks in the half-plane, describe families of "simply-generated" Galton--Watson trees. These random objects can be generated in linear time, through an algorithm due to Devroye, and crucially based on the fact that the steps of the walk form an exchangeable sequence of random variables. We consider here the random generation of a more general family of structures, in which the transition rates, instead of being fixed once and for all, evolve in time (but not in space). Thus, the steps are not exchangeable anymore. On one side, this generalises diffusion into time-dependent diffusion. On the other side, among other things, this allows to consider effects of excluded volume, for Galton--Watson trees arising from exploration processes on finite random graphs, both directed and undirected. In the directed version, a special case concerns partitions of N objects into M blocks (counted by Stirling numbers of the second kind), and rooted K-maps which are accessible from the root, which in turn are related to the uniform generation of random accessible deterministic complete automata. We present an algorithm, based on the block-decomposition of the problem, and a crucial procedure consisting of a generalised Devroye algorithm, for transition rates which are well-approximated by piecewise exponential functions. The achieved (bit-)complexity remains linear.
二维有向随机漫步描述了粒子在一条直线上的扩散动力学。通过一个著名的双射,短途旅行,即在半平面上行走,描述了“简单生成”的高尔顿-沃森树的家族。这些随机对象可以在线性时间内生成,通过Devroye的算法,关键是基于这样一个事实,即行走的步骤形成了一个可交换的随机变量序列。我们在这里考虑一个更一般的结构家族的随机生成,其中的过渡率,而不是一劳永逸地固定,在时间(但不是在空间)演变。因此,这些步骤不再是可交换的。一方面,这将扩散推广为与时间相关的扩散。另一方面,除其他事项外,这允许考虑排除体积的影响,对于有限随机图(包括有向和无向)上的探索过程中产生的高尔顿-沃森树。在有向版本中,一个特殊情况涉及到将N个对象划分为M个块(通过第二类Stirling数计数),以及可从根访问的有根k映射,这反过来又与随机可访问的确定性完全自动机的均匀生成有关。我们提出了一种基于问题分块分解的算法,以及一个由广义Devroye算法组成的关键过程,用于用分段指数函数很好地逼近过渡率。获得的(位)复杂度保持线性。
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引用次数: 2
Variance of Size in Regular Graph Tries 正则图尝试的大小方差
Pub Date : 2015-01-04 DOI: 10.1137/1.9781611973761.9
P. Jacquet, A. Magner
Graph tries are a generalization of classical digital trees: instead of being built from strings, a G-trie is built from label functions on the graph G. In this work, we determine leading order asymptotics for the variance of the size of a G-trie built on a memoryless source on a uniform alphabet distribution, where G is a member of a large class of infinite, M-regular directed, acyclic graphs with M > 1 fixed. In particular, this covers the cases of trees and grids. We find that, in such tries, the variance is of order Θ(nρ'), for some ρ' depending on G which is minimized when G is a tree. We also give an explicit expression for ρ' in the case where G is a grid, with M = 2.
图尝试是经典数字树的推广:不是从字符串中构建,而是从图G上的标记函数中构建G-trie。在这项工作中,我们确定了在均匀字母分布上建立在无记忆源上的G-trie大小方差的首阶渐近性,其中G是M > 1固定的无限M正则有向无环图的一个成员。特别地,这涵盖了树和网格的情况。我们发现,在这样的尝试中,方差为Θ(nρ')阶,对于某些ρ'取决于G,当G是树时,它是最小的。我们也给出了在G是一个网格,M = 2的情况下ρ'的显式表达式。
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引用次数: 2
A Bound for the Diameter of Random Hyperbolic Graphs 随机双曲图直径的一个界
Pub Date : 2014-08-13 DOI: 10.1137/1.9781611973761.3
Marcos A. Kiwi, D. Mitsche
Random hyperbolic graphs were recently introduced by Krioukov et. al. [KPKVB10] as a model for large networks. Gugelmann, Panagiotou, and Peter [GPP12] then initiated the rigorous study of random hyperbolic graphs using the following model: for $alpha> tfrac{1}{2}$, $Cinmathbb{R}$, $ninmathbb{N}$, set $R=2ln n+C$ and build the graph $G=(V,E)$ with $|V|=n$ as follows: For each $vin V$, generate i.i.d. polar coordinates $(r_{v},theta_{v})$ using the joint density function $f(r,theta)$, with $theta_{v}$ chosen uniformly from $[0,2pi)$ and $r_{v}$ with density $f(r)=frac{alphasinh(alpha r)}{cosh(alpha R)-1}$ for $0leq r< R$. Then, join two vertices by an edge, if their hyperbolic distance is at most $R$. We prove that in the range $tfrac{1}{2} < alpha < 1$ a.a.s. for any two vertices of the same component, their graph distance is $O(log^{C_0+1+o(1)}n)$, where $C_0=2/(tfrac{1}{2}-frac{3}{4}alpha+tfrac{alpha^2}{4})$, thus answering a question raised in [GPP12] concerning the diameter of such random graphs. As a corollary from our proof we obtain that the second largest component has size $O(log^{2C_0+1+o(1)}n)$, thus answering a question of Bode, Fountoulakis and M"{u}ller [BFM13]. We also show that a.a.s. there exist isolated components forming a path of length $Omega(log n)$, thus yielding a lower bound on the size of the second largest component.
随机双曲图最近由Krioukov等人[KPKVB10]引入,作为大型网络的模型。Gugelmann, Panagiotou, and Peter [GPP12]随后开始了对随机双曲图的严谨研究,使用以下模型:对于$alpha> tfrac{1}{2}$, $Cinmathbb{R}$, $ninmathbb{N}$,设置$R=2ln n+C$,用$|V|=n$构建图$G=(V,E)$,如下所示:对于每个$vin V$,使用联合密度函数$f(r,theta)$生成i.i.d极坐标$(r_{v},theta_{v})$,其中$theta_{v}$统一从$[0,2pi)$和$r_{v}$中选择,$0leq r< R$的密度为$f(r)=frac{alphasinh(alpha r)}{cosh(alpha R)-1}$。然后,用一条边连接两个顶点,如果它们的双曲距离不超过$R$。我们证明了在$tfrac{1}{2} < alpha < 1$ a.a.s.范围内,对于任意两个相同分量的顶点,它们的图距离为$O(log^{C_0+1+o(1)}n)$,其中$C_0=2/(tfrac{1}{2}-frac{3}{4}alpha+tfrac{alpha^2}{4})$,从而回答了[GPP12]中关于这种随机图的直径的问题。作为我们证明的一个推论,我们得到第二大分量的大小为$O(log^{2C_0+1+o(1)}n)$,从而回答了Bode, Fountoulakis和m ller [BFM13]的问题。我们还表明,a.a.s.存在形成长度为$Omega(log n)$的路径的孤立分量,从而得出第二大分量的大小的下界。
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引用次数: 39
On the Algorithmic Lovász Local Lemma and Acyclic Edge Coloring 关于算法Lovász局部引理与无环边着色
Pub Date : 2014-07-21 DOI: 10.1137/1.9781611973761.2
Ioannis Giotis, L. Kirousis, Kostas I. Psaromiligkos, D. Thilikos
The algorithm for Lovasz Local Lemma by Moser and Tardos gives a constructive way to prove the existence of combinatorial objects that satisfy a system of constraints. We present an alternative probabilistic analysis of the algorithm that does not involve reconstructing the history of the algorithm from the witness tree. We apply our technique to improve the best known upper bound to acyclic chromatic index. Specifically we show that a graph with maximum degree Δ has an acyclic proper edge coloring with at most ⌈3.74(Δ − 1)⌉ + 1 colors, whereas the previously known best bound was 4(Δ − 1). The same technique is also applied to improve corresponding bounds for graphs with bounded girth. An interesting aspect of this application is that the probability of the "undesirable" events do not have a uniform upper bound, i.e. it constitutes a case of the asymmetric Lovasz Local Lemma.
Moser和Tardos的Lovasz局部引理算法给出了一种构造性的方法来证明满足约束系统的组合对象的存在性。我们提出了一种算法的替代概率分析,它不涉及从见证树重建算法的历史。我们应用我们的技术改进了已知的无环色指数上界。特别是我们显示一个图表以最大程度Δ最多有一个非循环适当的边缘着色⌈3.74(Δ−1)⌉+ 1颜色,而之前所知最好的绑定是4(Δ−1)。同样的技术也应用于改善相应的边界与有界图形周长。这个应用的一个有趣的方面是,“不希望”事件的概率没有统一的上界,也就是说,它构成了不对称Lovasz局部引理的一种情况。
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引用次数: 29
期刊
Workshop on Analytic Algorithmics and Combinatorics
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