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Motivated by the increasing need for fast processing of large-scale graphs, we study a number of fundamental graph problems in a message-passing model for distributed computing, called $k$-machine model, where we have $k$ machines that…

分布式、并行与集群计算 · 计算机科学 2023-02-10 Khalid Hourani , Hartmut Klauck , William K. Moses , Danupon Nanongkai , Gopal Pandurangan , Peter Robinson , Michele Scquizzato

The problem of detecting network structures plays a central role in distributed computing. One of the fundamental problems studied in this area is to determine whether for a given graph $H$, the input network contains a subgraph isomorphic…

分布式、并行与集群计算 · 计算机科学 2018-07-04 Artur Czumaj , Christian Konrad

Recently, Kawarabayashi and Thorup presented the first deterministic edge-connectivity recognition algorithm in near-linear time. A crucial step in their algorithm uses the existence of vertex subsets of a simple graph $G$ on $n$ vertices…

组合数学 · 数学 2019-10-29 On-Hei Solomon Lo , Jens M. Schmidt , Mikkel Thorup

We study the problem of computing the minimum cut in a weighted distributed message-passing networks (the CONGEST model). Let $\lambda$ be the minimum cut, $n$ be the number of nodes in the network, and $D$ be the network diameter. Our…

数据结构与算法 · 计算机科学 2014-08-05 Danupon Nanongkai , Hsin-Hao Su

The minimum cut problem for an undirected edge-weighted graph asks us to divide its set of nodes into two blocks while minimizing the weight sum of the cut edges. Here, we introduce a linear-time algorithm to compute near-minimum cuts. Our…

数据结构与算法 · 计算机科学 2019-06-05 Monika Henzinger , Alexander Noe , Christian Schulz , Darren Strash

We show that any one-round algorithm that computes a minimum spanning tree (MST) in the unicast congested clique must use a link bandwidth of $\Omega(\log^3 n)$ bits in the worst case. Consequently, computing an MST under the standard…

分布式、并行与集群计算 · 计算机科学 2024-02-01 Peter Robinson

The Constraint Shortest Path (CSP) problem is as follows. An $n$-vertex graph is given, each edge/arc assigned two weights. Let us call them "cost" and "length" for definiteness. Finding a min-cost upper-bounded length path between a given…

数据结构与算法 · 计算机科学 2022-04-12 Adil Erzin , Roman Plotnikov , Ilya Ladygin

We give a simple deterministic constant-round algorithm in the congested clique model for reducing the number of edges in a graph to $n^{1+\varepsilon}$ while preserving the minimum spanning forest, where $\varepsilon > 0$ is any constant.…

分布式、并行与集群计算 · 计算机科学 2016-05-09 Janne H. Korhonen

The approximate single-source shortest-path problem is as follows: given a graph with nonnegative edge weights and a designated source vertex $s$, return estimates of the distances from~$s$ to each other vertex such that the estimate falls…

数据结构与算法 · 计算机科学 2019-12-12 Nairen Cao , Jeremy T. Fineman , Katina Russell

Graph spanners are sparse subgraphs that faithfully preserve the distances in the original graph up to small stretch. Spanner have been studied extensively as they have a wide range of applications ranging from distance oracles, labeling…

数据结构与算法 · 计算机科学 2018-05-16 Merav Parter , Eylon Yogev

The $CONGEST$ model for distributed network computing is well suited for analyzing the impact of limiting the throughput of a network on its capacity to solve tasks efficiently. For many "global" problems there exists a lower bound of…

分布式、并行与集群计算 · 计算机科学 2017-04-21 Dennis Olivetti

We study the broadcast version of the CONGEST CLIQUE model of distributed computing. In this model, in each round, any node in a network of size $n$ can send the same message (i.e. broadcast a message) of limited size to every other node in…

分布式、并行与集群计算 · 计算机科学 2014-12-15 Stephan Holzer , Nathan Pinsker

The minimum cut problem in an undirected and weighted graph $G$ is to find the minimum total weight of a set of edges whose removal disconnects $G$. We completely characterize the quantum query and time complexity of the minimum cut problem…

量子物理 · 物理学 2021-05-25 Simon Apers , Troy Lee

For an $n$-vertex digraph $G=(V,E)$, a \emph{shortcut set} is a (small) subset of edges $H$ taken from the transitive closure of $G$ that, when added to $G$ guarantees that the diameter of $G \cup H$ is small. Shortcut sets, introduced by…

数据结构与算法 · 计算机科学 2021-11-29 Shimon Kogan , Merav Parter

Dijkstra's algorithm is the standard method for computing shortest paths on arbitrary graphs. However, it is slow for large graphs, taking at least linear time. It has been long known that for real world road networks, creating a hierarchy…

数据结构与算法 · 计算机科学 2023-12-08 Sébastien Collette , John Iacono

Minimum Weight Cycle (MWC) is the problem of finding a simple cycle of minimum weight in a graph $G=(V,E)$. This is a fundamental graph problem with classical sequential algorithms that run in $\tilde{O}(n^3)$ and $\tilde{O}(mn)$ time where…

数据结构与算法 · 计算机科学 2024-05-24 Vignesh Manoharan , Vijaya Ramachandran

In this thesis, we present fast deterministic algorithm to find small cuts in distributed networks. Finding small min-cuts for a network is essential for ensuring the quality of service and reliability. Throughout this thesis, we use the…

数据结构与算法 · 计算机科学 2020-03-03 Mohit Daga

The Sparsest Cut is a fundamental optimization problem that has been extensively studied. For planar inputs the problem is in $P$ and can be solved in $\tilde{O}(n^3)$ time if all vertex weights are $1$. Despite a significant amount of…

数据结构与算法 · 计算机科学 2020-07-07 Amir Abboud , Vincent Cohen-Addad , Philip N. Klein

The congested clique is a synchronous, message-passing model of distributed computing in which each computational unit (node) in each round can send message of O(log n) bits to each other node of the network, where n is the number of nodes.…

分布式、并行与集群计算 · 计算机科学 2017-07-28 Tomasz Jurdzinski , Krzysztof Nowicki

We provide the first asynchronous distributed algorithms to compute broadcast and minimum spanning tree with $o(m)$ bits of communication, in a graph with $n$ nodes and $m$ edges. For decades, it was believed that $\Omega(m)$ bits of…

分布式、并行与集群计算 · 计算机科学 2019-01-29 Ali Mashreghi , Valerie King