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We present an efficient distributed memory parallel algorithm for computing connected components in undirected graphs based on Shiloach-Vishkin's PRAM approach. We discuss multiple optimization techniques that reduce communication volume as…

分布式、并行与集群计算 · 计算机科学 2017-02-15 Chirag Jain , Patrick Flick , Tony Pan , Oded Green , Srinivas Aluru

Graph processing at scale presents many challenges, including the irregular structure of graphs, the latency-bound nature of graph algorithms, and the overhead associated with distributed execution. While existing frameworks such as Spark…

分布式、并行与集群计算 · 计算机科学 2026-03-06 Karame Mohammadiporshokooh , Panagiotis Syskakis , Andrew Lumsdaine , Hartmut Kaiser

Supervised learning of Convolutional Neural Networks (CNNs), also known as supervised Deep Learning, is a computationally demanding process. To find the most suitable parameters of a network for a given application, numerous training…

分布式、并行与集群计算 · 计算机科学 2015-07-01 Andre Viebke , Sabri Pllana

Depth-first search (DFS) is the basis for many efficient graph algorithms. We introduce general techniques for the efficient implementation of DFS-based graph algorithms and exemplify them on three algorithms for computing strongly…

数据结构与算法 · 计算机科学 2017-03-30 Kurt Mehlhorn , Stefan Näher , Peter Sanders

Evolving graphs arise in problems where interrelations between data change over time. We present a breadth first search (BFS) algorithm for evolving graphs that computes the most direct influences between nodes at two different times. Using…

社会与信息网络 · 计算机科学 2016-03-07 Jiahao Chen , Weijian Zhang

We provide the first non-trivial result on dynamic breadth-first search (BFS) in external-memory: For general sparse undirected graphs of initially $n$ nodes and O(n) edges and monotone update sequences of either $\Theta(n)$ edge insertions…

数据结构与算法 · 计算机科学 2008-02-21 Ulrich Meyer

High-performance analysis of unstructured data like graphs now is critical for applications ranging from business intelligence to genome analysis. Towards this, data centers hold large graphs in memory to serve multiple concurrent queries…

分布式、并行与集群计算 · 计算机科学 2022-09-27 Emory Smith , Shannon Kuntz , Jason Riedy , Martin Deneroff

Enumerating consistent global states of a computation is a fundamental problem in parallel computing with applications to debug- ging, testing and runtime verification of parallel programs. Breadth-first search (BFS) enumeration is…

分布式、并行与集群计算 · 计算机科学 2017-07-26 Himanshu Chauhan , Vijay Garg

We present a new efficient combinatorial algorithm for recognizing if a given symmetric matrix is Robinsonian, i.e., if its rows and columns can be simultaneously reordered so that entries are monotone nondecreasing in rows and columns when…

离散数学 · 计算机科学 2016-12-20 Monique Laurent , Matteo Seminaroti

The maximal sensitivity of the Smith-Waterman (SW) algorithm has enabled its wide use in biological sequence database search. Unfortunately, the high sensitivity comes at the expense of quadratic time complexity, which makes the algorithm…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Yongchao Liu , Bertil Schmidt

Breadth First Search (BFS) and other graph traversal techniques are widely used for measuring large unknown graphs, such as online social networks. It has been empirically observed that an incomplete BFS is biased toward high degree nodes.…

离散数学 · 计算机科学 2011-02-23 Maciej Kurant , Athina Markopoulou , Patrick Thiran

With the increasing size and complexity of data produced by large scale numerical simulations, it is of primary importance for scientists to be able to exploit all available hardware in heterogenous High Performance Computing environments…

分布式、并行与集群计算 · 计算机科学 2016-06-15 Timothy Dykes , Claudio Gheller , Marzia Rivi , Mel Krokos

Search is a central problem in artificial intelligence, and breadth-first search (BFS) and depth-first search (DFS) are the two most fundamental ways to search. In this paper we derive estimates for average BFS and DFS runtime. The average…

人工智能 · 计算机科学 2018-04-13 Tom Everitt , Marcus Hutter

There are numerous NP-hard combinatorial problems which involve searching for an undirected graph satisfying a certain property. One way to solve such problems is to translate a problem into an instance of the boolean satisfiability (SAT)…

数据结构与算法 · 计算机科学 2018-04-09 Vyacheslav Moklev , Vladimir Ulyantsev

Preference restrictions have played a significant role in computational social choice. This paper studies a framework that connects preference restrictions with classical graph search paradigms. We model candidates as vertices of a graph…

计算机科学与博弈论 · 计算机科学 2026-05-07 Guozhen Rong , Xin Li , Yongjie Yang

Rooted spanning trees (RSTs) are a core primitive in parallel graph analytics, underpinning algorithms such as biconnected components and planarity testing. On GPUs, RST construction has traditionally relied on breadth-first search (BFS)…

分布式、并行与集群计算 · 计算机科学 2026-03-13 Abhijeet Sahu , Srikar Vilas Donur

Nearest Neighbor Search (NNS) has recently drawn a rapid increase of interest due to its core role in managing high-dimensional vector data in data science and AI applications. The interest is fueled by the success of neural embedding,…

分布式、并行与集群计算 · 计算机科学 2022-02-01 Zhen Peng , Minjia Zhang , Kai Li , Ruoming Jin , Bin Ren

Genetic information is increasing exponentially, doubling every 18 months. Analyzing this information within a reasonable amount of time requires parallel computing resources. While considerable research has addressed DNA analysis using…

分布式、并行与集群计算 · 计算机科学 2015-06-30 Suejb Memeti , Sabri Pllana

Recent advancements in large language models (LLMs) have spurred growing interest in automatic theorem proving using Lean4, where effective tree search methods are crucial for navigating the underlying large proof search spaces. While the…

人工智能 · 计算机科学 2025-10-10 Ran Xin , Chenguang Xi , Jie Yang , Feng Chen , Hang Wu , Xia Xiao , Yifan Sun , Shen Zheng , Kai Shen

Lexicographic depth first search (LexDFS) is a graph search protocol which has already proved to be a powerful tool on cocomparability graphs. Cocomparability graphs have been well studied by investigating their complements (comparability…

数据结构与算法 · 计算机科学 2014-04-25 Ekkehard Köhler , Lalla Mouatadid