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The Massively Parallel Computation (MPC) model is an emerging model which distills core aspects of distributed and parallel computation. It has been developed as a tool to solve (typically graph) problems in systems where the input is…

数据结构与算法 · 计算机科学 2020-02-20 Artur Czumaj , Peter Davies , Merav Parter

This paper presents a linear prioritized local algorithm that computes large independent sets on a random $d$-regular graph with small and fixed degree $d$. We studied experimentally the independence ratio obtained by the algorithm when $ d…

数据结构与算法 · 计算机科学 2021-08-18 Raffaele Marino , Scott Kirkpatrick

The greedy algorithm for approximating dominating sets is a simple method that is known to compute an $(\ln n+1)$-approximation of a minimum dominating set on any graph with $n$ vertices. We show that a small modification of the greedy…

离散数学 · 计算机科学 2019-01-18 Sebastian Siebertz

The dynamic set cover problem has been subject to growing research attention in recent years. In this problem, we are given as input a dynamic universe of at most $n$ elements and a fixed collection of $m$ sets, where each element appears…

数据结构与算法 · 计算机科学 2024-07-10 Shay Solomon , Amitai Uzrad , Tianyi Zhang

Maximum weight independent set (MWIS) admits a $\frac1k$-approximation in inductively $k$-independent graphs and a $\frac{1}{2k}$-approximation in $k$-perfectly orientable graphs. These are a a parameterized class of graphs that generalize…

数据结构与算法 · 计算机科学 2023-07-11 Chandra Chekuri , Kent Quanrud

The maximum independent set problem is a classic optimization problem that has also been studied quite intensively in the distributed setting. While the problem is hard to approximate in general, there are good approximation algorithms…

数据结构与算法 · 计算机科学 2025-06-13 Salwa Faour , Fabian Kuhn

We study the algorithmic problem of finding large $\gamma$-balanced independent sets in dense random bipartite graphs; an independent set is $\gamma$-balanced if a $\gamma$ proportion of its vertices lie on one side of the bipartition. In…

数据结构与算法 · 计算机科学 2025-09-12 Abhishek Dhawan , Eren C. Kızıldağ , Neeladri Maitra

We study the deterministic complexity of the $2$-Ruling Set problem in the model of Massively Parallel Computation (MPC) with linear and strongly sublinear local memory. Linear MPC: We present a constant-round deterministic algorithm for…

数据结构与算法 · 计算机科学 2024-10-22 Jeff Giliberti , Zahra Parsaeian

A classical algorithm by Bellman and Ford from the 1950's computes shortest paths in weighted graphs on $n$ vertices and $m$ edges with possibly negative weights in $O(mn)$ time. Indeed, this algorithm is taught regularly in undergraduate…

数据结构与算法 · 计算机科学 2025-04-11 Satish Rao

Random subsampling of edges is a commonly employed technique in graph algorithms, underlying a vast array of modern algorithmic breakthroughs. Unfortunately, using this technique often leads to randomized algorithms with no clear path to…

数据结构与算法 · 计算机科学 2026-03-27 Aaron Putterman , Salil Vadhan , Vadim Zaripov

Closeness is a widely-used centrality measure in social network analysis. For a node it indicates the reciprocal of the average shortest-path distance to the other nodes of the network. While the identification of the k nodes with highest…

数据结构与算法 · 计算机科学 2019-05-16 Elisabetta Bergamini , Tanya Gonser , Henning Meyerhenke

We consider the problem of finding a maximal independent set (MIS) in the discrete beeping model. At each time, a node in the network can either beep (i.e., emit a signal) or be silent. Silent nodes can only differentiate between no…

分布式、并行与集群计算 · 计算机科学 2011-08-10 Alejandro Cornejo , Bernhard Haeupler , Fabian Kuhn

In this paper we present a greedy algorithm for solving the problem of the maximum partitioning of graphs with supply and demand (MPGSD). The goal of the method is to solve the MPGSD for large graphs in a reasonable time limit. This is done…

人工智能 · 计算机科学 2015-07-31 Raka Jovanovic , Abdelkader Bousselham , Stefan Voss

In this paper we provide a parallel algorithm that given any $n$-node $m$-edge directed graph and source vertex $s$ computes all vertices reachable from $s$ with $\tilde{O}(m)$ work and $n^{1/2 + o(1)}$ depth with high probability in $n$ .…

数据结构与算法 · 计算机科学 2019-12-09 Arun Jambulapati , Yang P. Liu , Aaron Sidford

In this paper we give fast distributed graph algorithms for detecting and listing small subgraphs, and for computing or approximating the girth. Our algorithms improve upon the state of the art by polynomial factors, and for girth, we…

数据结构与算法 · 计算机科学 2021-01-20 Keren Censor-Hillel , Orr Fischer , Tzlil Gonen , François Le Gall , Dean Leitersdorf , Rotem Oshman

We consider the problem of maintaining a maximal independent set (MIS) in a dynamic graph subject to edge insertions and deletions. Recently, Assadi, Onak, Schieber and Solomon (STOC 2018) showed that an MIS can be maintained in sublinear…

数据结构与算法 · 计算机科学 2018-08-31 Krzysztof Onak , Baruch Schieber , Shay Solomon , Nicole Wein

This paper is devoted to the distributed complexity of finding an approximation of the maximum cut in graphs. A classical algorithm consists in letting each vertex choose its side of the cut uniformly at random. This does not require any…

组合数学 · 数学 2021-07-08 Étienne Bamas , Louis Esperet

MAXCUT defines a classical NP-hard problem for graph partitioning and it serves as a typical case of the symmetric non-monotone Unconstrained Submodular Maximization (USM) problem. Applications of MAXCUT are abundant in machine learning,…

数据结构与算法 · 计算机科学 2016-09-06 Yatao Bian , Alexey Gronskiy , Joachim M. Buhmann

Distributed graph algorithms that separately optimize for either the number of rounds used or the total number of messages sent have been studied extensively. However, algorithms simultaneously efficient with respect to both measures have…

分布式、并行与集群计算 · 计算机科学 2018-05-18 Bernhard Haeupler , D. Ellis Hershkowitz , David Wajc

We introduce and study a novel semi-random multigraph process, described as follows. The process starts with an empty graph on $n$ vertices. In every round of the process, one vertex $v$ of the graph is picked uniformly at random and…