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Proceedings 2001 IEEE International Conference on Cluster Computing最新文献

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Distributions on level-sets with applications to approximation algorithms 水平集上的分布及其在近似算法中的应用
Pub Date : 2001-10-14 DOI: 10.1109/SFCS.2001.959935
A. Srinivasan
We consider a family of distributions on fixed-weight vectors in {0, 1}/sup t/; these distributions enjoy certain negative correlation properties and also satisfy pre-specified conditions on their marginal distributions. We show the existence of such families, and present a linear-time algorithm to sample from them. This yields improved approximation algorithms for the following problems: (a) low-congestion multi-path routing; (b) maximum coverage versions of set cover; (c) partial vertex cover problems for bounded-degree graphs; and (d) the Group Steiner Tree problem. For (a) and (b), the improvement is in the approximation ratio; for (c), we show how to speedup existing approximation algorithms while preserving the best-known approximation ratio; we also improve the approximation ratio for certain families of instances of unbounded degree. For (d), we derive an approximation algorithm whose approximation guarantee is at least as good as what is known; our algorithm is shown to have a better approximation guarantee for the worst known input families for existing algorithms.
我们考虑在{0,1}/sup /中定权向量上的一组分布;这些分布具有一定的负相关性质,并在其边际分布上满足预先规定的条件。我们证明了这种族的存在性,并提出了一种从它们中采样的线性时间算法。这为以下问题提供了改进的近似算法:(a)低拥塞多路径路由;(b)固定保险的最大覆盖版本;(c)有界度图的部分顶点覆盖问题;(d)群斯坦纳树问题。对于(a)和(b),改进在于近似比率;对于(c),我们展示了如何在保持最著名的近似比的同时加速现有的近似算法;我们还改进了某些无界度实例族的近似比。对于(d),我们推导出一种近似算法,其近似保证至少与已知的近似保证一样好;我们的算法被证明对现有算法的已知最差输入族有更好的近似保证。
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引用次数: 144
Improved inapproximability results for MaxClique, chromatic number and approximate graph coloring 改进了MaxClique、色数和近似图着色的不逼近性结果
Pub Date : 2001-10-14 DOI: 10.1109/SFCS.2001.959936
Subhash Khot
The author presents improved inapproximability results for three problems: the problem of finding the maximum clique size in a graph, the problem of finding the chromatic number of a graph, and the problem of coloring a graph with a small chromatic number with a small number of colors. J. Hastad's (1996) result shows that the maximum clique size in a graph with n vertices is inapproximable in polynomial time within a factor n/sup 1-/spl epsi// or arbitrarily small constant /spl epsi/>0 unless NP=ZPP. We aim at getting the best subconstant value of /spl epsi/ in Hastad's result. We prove that clique size is inapproximable within a factor n/2((log n))/sup 1-y/ corresponding to /spl epsi/=1/(log n)/sup /spl gamma// for some constant /spl gamma/>0 unless NP/spl sube/ZPTIME(2((log n))/sup O(1)/). This improves the previous best inapproximability factor of n/2/sup O(log n//spl radic/log log n)/ (corresponding to /spl epsi/=O(1//spl radic/log log n)) due to L. Engebretsen and J. Holmerin (2000). A similar result is obtained for the problem of approximating chromatic number of a graph. We also present a new hardness result for approximate graph coloring. We show that for all sufficiently large constants k, it is NP-hard to color a k-colorable graph with k/sup 1/25 (log k)/ colors. This improves a result of M. Furer (1995) that for arbitrarily small constant /spl epsi/>0, for sufficiently large constants k, it is hard to color a k-colorable graph with k/sup 3/2-/spl epsi// colors.
本文针对图中团的最大大小问题、图的色数问题和图的少量色数染色问题,给出了改进的不可逼近性结果。J. Hastad(1996)的结果表明,除非NP=ZPP,否则n顶点图的最大团大小在多项式时间内不可接近于因子n/sup 1-/spl epsi//或任意小常数/spl epsi/>0。我们的目标是在hasad的结果中得到/spl epsi/的最佳亚常数值。我们证明了团的大小在n/2((log n))/sup 1-y/内是不可逼近的,对应于/spl epsi/=1/(log n)/sup /spl gamma//对于某个常数/spl gamma/>0,除非NP/spl sub /ZPTIME(2((log n))/sup O(1)/)。这改进了先前由L. Engebretsen和J. Holmerin(2000)提出的n/2/sup O(log n//spl径向/log log n)/(对应于/spl epsi/=O(1//spl径向/log log n))的最佳不逼近系数。对于图的色数逼近问题也得到了类似的结果。我们还给出了近似图着色的一个新的硬度结果。我们证明了对于所有足够大的常数k,用k/sup 1/25 (log k)/个颜色给k-可着色的图上色是np困难的。这改进了M. Furer(1995)的结果,即对于任意小的常数/spl epsi/>,对于足够大的常数k,很难用k/sup 3/2-/spl epsi//颜色着色k-可着色图。
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引用次数: 205
Informational complexity and the direct sum problem for simultaneous message complexity 信息复杂性与同步消息复杂性的直接和问题
Pub Date : 2001-10-14 DOI: 10.1109/SFCS.2001.959901
Amit Chakrabarti, Yaoyun Shi, Anthony Wirth, A. Yao
Given m copies of the same problem, does it take m times the amount of resources to solve these m problems? This is the direct sum problem, a fundamental question that has been studied in many computational models. We study this question in the simultaneous message (SM) model of communication introduced by A.C. Yao (1979). The equality problem for n-bit strings is well known to have SM complexity /spl Theta/(/spl radic/n). We prove that solving m copies of the problem has complexity /spl Omega/(m/spl radic/n); the best lower bound provable using previously known techniques is /spl Omega/(/spl radic/(mn)). We also prove similar lower bounds on certain Boolean combinations of multiple copies of the equality function. These results can be generalized to a broader class of functions. We introduce a new notion of informational complexity which is related to SM complexity and has nice direct sum properties. This notion is used as a tool to prove the above results; it appears to be quite powerful and may be of independent interest.
给定m个相同问题的副本,是否需要m倍的资源来解决这m个问题?这就是直接和问题,一个在许多计算模型中都被研究过的基本问题。我们在A.C. Yao(1979)提出的同步消息(SM)传播模型中研究了这个问题。众所周知,n位字符串的等式问题具有SM复杂度/spl Theta/(/spl radical /n)。我们证明了解决m个副本的问题具有复杂度/spl ω /(m/spl根号/n);用已知的方法证明的最佳下界是/spl ω /(/spl径向/(mn))。我们还证明了相等函数的多个副本的某些布尔组合的类似下界。这些结果可以推广到更广泛的函数类。我们引入了一个与SM复杂度相关的信息复杂度的新概念,它具有很好的直接和性质。这个概念是用来证明上述结果的工具。它似乎相当强大,可能具有独立的利益。
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引用次数: 260
Traveling with a Pez dispenser (or, routing issues in MPLS) 携带Pez分发器旅行(或MPLS路由问题)
Pub Date : 2001-10-14 DOI: 10.1109/SFCS.2001.959889
Anupam Gupta, Amit Kumar, R. Rastogi
MultiProtocol Label Switching (MPLS) is a routing model proposed by the IETF for the Internet, and is becoming widely popular. In this paper, we initiate a theoretical study of the routing model, and give routing algorithms and lower bounds in a variety of situations. We first study the routing problems on the line. We then build up our results from paths through trees to more general graphs. The basic technique to go to general graphs is that of finding a tree cover, which is a small set of subtrees of the graph such that for each pair of vertices, one of the trees contains a shortest (or near-shortest) path between them. The concept of tree covers appears to have many interesting applications.
MPLS (MultiProtocol Label Switching,多协议标签交换)是IETF针对Internet提出的一种路由模型,目前已经得到了广泛的应用。本文对路由模型进行了理论研究,给出了各种情况下的路由算法和下界。我们首先研究线路上的路由问题。然后我们将我们的结果从树的路径建立到更一般的图。一般图的基本技术是寻找树覆盖,它是图的一些小的子树集合,对于每个顶点对,其中一个树包含它们之间的最短(或接近最短)路径。树木覆盖的概念似乎有许多有趣的应用。
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引用次数: 64
Fast Monte-Carlo algorithms for approximate matrix multiplication 近似矩阵乘法的快速蒙特卡罗算法
Pub Date : 2001-10-14 DOI: 10.1109/SFCS.2001.959921
P. Drineas, R. Kannan
Given an m ? n matrix A and an n ? p matrix B, we present 2 simple and intuitive algorithms to compute an approximation P to the product A ? B, with provable bounds for the norm of the "error matrix" P - A ? B. Both algorithms run in 0(mp+mn+np) time. In both algorithms, we randomly pick s = 0(1) columns of A to form an m ? s matrix S and the corresponding rows of B to form an s ? p matrix R. After scaling the columns of S and the rows of R, we multiply them together to obtain our approximation P. The choice of the probability distribution we use for picking the columns of A and the scaling are the crucial features which enable us to fairly elementary proofs of the error bounds. Our first algorithm can be implemented without storing the matrices A and B in Random Access Memory, provided we can make two passes through the matrices (stored in external memory). The second algorithm has a smaller bound on the 2-norm of the error matrix, but requires storage of A and B in RAM. We also present a fast algorithm that "describes" P as a sum of rank one matrices if B = AT.
给定一个m ?n矩阵A和n ?p矩阵B,我们提出了两种简单直观的算法来计算乘积A ?B,“误差矩阵”P - A的范数的可证明界?B.两种算法的运行时间都是0(mp+mn+np)。在这两种算法中,我们随机选择A的s = 0(1)列来组成一个m ?s矩阵s和B的相应行组成s ?p矩阵R,在对S的列和R的行进行缩放后,我们将它们乘在一起以获得近似p。我们用来选择A的列和缩放的概率分布的选择是使我们能够相当初级地证明误差界限的关键特征。我们的第一个算法可以在不将矩阵A和B存储在随机存取存储器中的情况下实现,前提是我们可以两次遍历矩阵(存储在外部存储器中)。第二种算法在误差矩阵的2范数上有一个较小的界限,但需要在RAM中存储a和B。我们还提出了一个快速算法,该算法将P“描述”为B = AT时的秩一矩阵的和。
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引用次数: 87
The confluence of ground term rewrite systems is decidable in polynomial time 地面项重写系统的合流在多项式时间内是可确定的
Pub Date : 2001-10-14 DOI: 10.1109/SFCS.2001.959904
Hubert Comon-Lundh, Guillem Godoy, R. Nieuwenhuis
The confluence property of ground (i.e., variable-free) term rewrite systems (GTRS) is well-known to be decidable. This was proved independently by M. Dauchet et al. (1987; 1990) and by M. Oyamaguchi (1987) using tree automata techniques and ground tree transducer techniques (originated from this problem), yielding EXPTIME decision procedures (PSPACE for strings). Since then, it has been a well-known longstanding open question whether this bound is optimal. The authors give a polynomial-time algorithm for deciding the confluence of GTRS, and hence alsofor the particular case of suffix- and prefix string rewrite systems or Thue systems. We show that this bound is optimal for all these problems by proving PTIME-hardness for the string case. This result may have some impact on other areas of formal language theory, and in particular on the theory of tree automata.
众所周知,地面(即无变量)项重写系统(GTRS)的合流特性是可确定的。M. Dauchet et al. (1987;1990)和M. yamaguchi(1987)使用树自动机技术和地面树传感器技术(起源于这个问题),产生EXPTIME决策程序(字符串的PSPACE)。从那以后,这个界限是否最优一直是一个众所周知的长期悬而未决的问题。作者给出了一个多项式时间算法来决定GTRS的合流,从而也适用于后缀和前缀字符串重写系统或Thue系统的特殊情况。我们通过证明弦的ptime -硬度来证明这个界对于所有这些问题都是最优的。这一结果可能会对形式语言理论的其他领域产生一些影响,特别是在树自动机理论方面。
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引用次数: 30
Truthful mechanisms for one-parameter agents 单参数代理的真实机制
Pub Date : 2001-10-14 DOI: 10.1109/SFCS.2001.959924
Aaron Archer, É. Tardos
The authors show how to design truthful (dominant strategy) mechanisms for several combinatorial problems where each agent's secret data is naturally expressed by a single positive real number. The goal of the mechanisms we consider is to allocate loads placed on the agents, and an agent's secret data is the cost she incurs per unit load. We give an exact characterization for the algorithms that can be used to design truthful mechanisms for such load balancing problems using appropriate side payments. We use our characterization to design polynomial time truthful mechanisms for several problems in combinatorial optimization to which the celebrated VCG mechanism does not apply. For scheduling related parallel machines (Q/spl par/C/sub max/), we give a 3-approximation mechanism based on randomized rounding of the optimal fractional solution. This problem is NP-complete, and the standard approximation algorithms (greedy load-balancing or the PTAS) cannot be used in truthful mechanisms. We show our mechanism to be frugal, in that the total payment needed is only a logarithmic factor more than the actual costs incurred by the machines, unless one machine dominates the total processing power. We also give truthful mechanisms for maximum flow, Q/spl par//spl Sigma/C/sub j/ (scheduling related machines to minimize the sum of completion times), optimizing an affine function over a fixed set, and special cases of uncapacitated facility location. In addition, for Q/spl par//spl Sigma/w/sub j/C/sub j/ (minimizing the weighted sum of completion times), we prove a lower bound of 2//spl radic/3 for the best approximation ratio achievable by truthful mechanism.
作者展示了如何为几个组合问题设计真实(优势策略)机制,其中每个代理的秘密数据自然地由单个正实数表示。我们考虑的机制的目标是分配放置在代理上的负载,代理的秘密数据是每个单位负载所产生的成本。我们给出了一个精确的表征算法,可以用来设计真实的机制,为这样的负载平衡问题使用适当的侧支付。我们利用我们的特性来设计多项式时间真实的机构,用于组合优化中的几个问题,而著名的VCG机构并不适用。对于调度相关并行机(Q/spl par/C/sub max/),给出了一种基于最优分数解随机舍入的3逼近机制。这个问题是np完全的,标准近似算法(贪婪负载平衡或PTAS)不能用于真实机制。我们证明了我们的机制是节俭的,因为所需的总支付仅比机器产生的实际成本多一个对数因子,除非一台机器主导了总处理能力。我们还给出了最大流量的真实机制,Q/spl par//spl Sigma/C/sub j/(调度相关机器以最小化完成时间总和),在固定集合上优化仿射函数,以及无能力设施位置的特殊情况。此外,对于Q/spl par//spl Sigma/w/sub j/C/sub j/(最小化完成时间加权和),我们证明了由真实机制所能达到的最佳逼近比的下界为2//spl radial /3。
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引用次数: 202
Lower bounds for matrix product 矩阵乘积的下界
Pub Date : 2001-10-14 DOI: 10.1109/SFCS.2001.959910
Amir Shpilka
We prove lower bounds on the number of product gates in bilinear and quadratic circuits that compute the product of two n /spl times/ n matrices over finite fields. In particular we obtain the following results: 1. We show that the number of product gates in any bilinear (or quadratic) circuit that computes the product of two n /spl times/ n matrices over GF(2) is at least 3n/sup 2/ o(n/sup 2/). 2. We show that the number of product gates in any bilinear circuit that computes the product of two n /spl times/ n matrices over GF(p) is at least (2.5 + 1.5/p/sup 3/-1)n/sup 2/ - o(n/sup 2/). These results improve the former results of N.H. Bshouty (1997) and M. Blaser (1999) who proved lower bounds of 2.5n/sup 2/ o(n/sup 2/).
我们证明了在有限域上计算两个n /spl乘以/ n矩阵乘积的双线性和二次电路中乘积门数目的下界。特别地,我们得到以下结果:1。我们证明了在任何双线性(或二次)电路中,计算两个n/ spl乘以/ n矩阵在GF(2)上的乘积的乘积门的数量至少为3n/sup 2/ o(n/sup 2/)。2. 我们证明了在GF(p)上计算两个n/ spl乘以/ n矩阵的乘积的任何双线性电路中,积门的数量至少为(2.5 + 1.5/p/sup 3/-1)n/sup 2/ - 0 (n/sup 2/)。这些结果改进了N.H. Bshouty(1997)和M. Blaser(1999)的结果,他们证明了2.5n/sup 2/ o(n/sup 2/)的下界。
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引用次数: 44
Spectral partitioning of random graphs 随机图的谱划分
Pub Date : 2001-10-14 DOI: 10.1109/SFCS.2001.959929
Frank McSherry
Problems such as bisection, graph coloring, and clique are generally believed hard in the worst case. However, they can be solved if the input data is drawn randomly from a distribution over graphs containing acceptable solutions. In this paper we show that a simple spectral algorithm can solve all three problems above in the average case, as well as a more general problem of partitioning graphs based on edge density. In nearly all cases our approach meets or exceeds previous parameters, while introducing substantial generality. We apply spectral techniques, using foremost the observation that in all of these problems, the expected adjacency matrix is a low rank matrix wherein the structure of the solution is evident.
在最坏的情况下,诸如分割、图形着色和团块等问题通常被认为是困难的。然而,如果输入数据是从包含可接受解的图形分布中随机抽取的,则可以解决这些问题。在本文中,我们证明了一个简单的谱算法可以在平均情况下解决上述三个问题,以及更一般的基于边缘密度划分图的问题。在几乎所有情况下,我们的方法满足或超过了前面的参数,同时引入了实质性的普遍性。我们应用谱技术,首先观察到,在所有这些问题中,预期邻接矩阵是一个低秩矩阵,其中解的结构是明显的。
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引用次数: 643
On the complexity of many faces in arrangements of circles 关于圆形排列中许多面的复杂性
Pub Date : 2001-10-14 DOI: 10.1109/SFCS.2001.959882
P. Agarwal, B. Aronov, M. Sharir
We obtain improved bounds on the complexity of m distinct faces in an arrangement of n circles and in an arrangement of n unit circles. The bounds are worst-case tight for unit circles, and, for general circles, they nearly coincide with the best known bounds for the number of incidences between m points and n circles.
我们得到了n个圆和n个单位圆排列中m个不同面复杂度的改进界。对于单位圆,边界是最坏情况下最紧的,对于一般圆,它们几乎与m个点和n个圆之间的发生率的已知边界一致。
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引用次数: 7
期刊
Proceedings 2001 IEEE International Conference on Cluster Computing
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