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Parallel core maintenance of dynamic graphs

WebIn this paper, we study hierarchical core maintenance which is to compute the k -core hierarchy incrementally against graph dynamics. The problem is challenging because the change of hierarchy may be large and complex … WebExisting maintenance algorithms fail to handle large bursts, and prior parallel approaches on both graphs and hypergraphs fail to scale as available cores increase.We address these problems by presenting two parallel and scalable fully-dynamic batch algorithms for maintaining k-cores on both graphs and hypergraphs. Both algorithms take ...

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WebOct 25, 2024 · The core numbers are updated in dynamic graphs with edge insertions and deletions, which is called core maintenance. When a burst of a large number of inserted or removed edges come in, we have to handle these edges on time to keep up with the data stream. There are two main sequential algorithms for core maintenance, Traversal and … WebJan 1, 2024 · To further improve the parallelism of maintenance algorithms, we refine the $k$ -core maintenance theorem and propose two effective parallel methods to update … hyatt key west resort and spa florida hotel https://mondo-lirondo.com

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WebIn this work, we study the core maintenance problems with the insertions/deletions of vertices/edges in dynamic graphs. Specifically, the core maintenance problems under the insertion and the deletion cases are known as the incre- mental and the decremental core maintenance, respectively. WebAbstract—This paper initiates the studies of parallel algorithm for core maintenance in dynamic graphs. The core number is a fundamental index reflecting the cohesiveness of … WebOct 25, 2024 · In this paper, we propose a new parallel core maintenance algorithm based on the \alg {Order} algorithm. Importantly, our new approach always has parallelism, even … hyatt king of prussia pa 240 mall boulevard

Core decomposition and maintenance in weighted graph

Category:Parallel Order-Based Core Maintenance in Dynamic Graphs

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Parallel core maintenance of dynamic graphs

Parallel Order-Based Core Maintenance in Dynamic Graphs

WebThis paper initiates the studies of parallel algorithms for core maintenance in dynamic graphs. The core number is a fundamental index reflecting the cohesiveness of a graph, which are widely used in large-scale graph analytics. The core maintenance problem requires to update the core numbers of vertices after a set of edges and vertices are ... WebDec 17, 2024 · Parallel Order-Based Core Maintenance in Dynamic Graphs Preprint Oct 2024 Bin Guo Emil Sekerinski View Show abstract ... Furthermore, our batch-dynamic algorithm is able to outperform...

Parallel core maintenance of dynamic graphs

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WebThis paper initiates the studies of parallel algorithm for core maintenance in dynamic graphs. The core number is a fundamental index reflecting the cohesiveness of a graph, … WebParallel Core Maintenance of Dynamic Graphs Abstract: A $k$ -core is the special cohesive subgraph where each vertex has at least $k$ degree. It is widely used in graph mining applications such as community detection, visualization, and clique discovery.

WebJun 22, 2024 · As a fundamental problem in graph analysis, core decomposition aims to compute the core numbers of vertices in a given graph. It is a powerful tool for mining important graph structures. For dynamic graphs with real-time updates of vertices/edges, core maintenance has been utilized to update the core numbers of vertices. The previous … WebMar 11, 2024 · Core Maintenance in Dynamic Graphs: A Parallel Approach based on Matching Na Wang, Dongxiao Yu, Hai Jin, Qiang-Sheng Hua, Xuanhua Shi, Xia Xie The core …

WebSep 29, 2024 · We further propose core maintenance algorithms, to update the core numbers of vertices when a graph changes by avoiding recalculations. Experimental results on different real-world and synthetic datasets demonstrate the effectiveness and efficiency of our algorithms. WebThe problems of core computation in static graphs and core update in dynamic graphs, known as the core decomposition and core maintenance problems respectively, have been extensively studied in previous work. However, most …

WebMar 11, 2024 · Core Maintenance in Dynamic Graphs: A Parallel Approach based on Matching Na Wang, Dongxiao Yu, Hai Jin, Qiang-Sheng Hua, Xuanhua Shi, Xia Xie The core number of a vertex is a basic index depicting cohesiveness of a graph, and has been widely used in large-scale graph analytics.

WebFurthermore, By investigating the improved core maintenance method and index maintenance method, we explore an effective dynamic update algorithm to find the best communities on dynamic social networks. hyatt king of prussia mallWebOct 25, 2024 · Download a PDF of the paper titled Parallel Order-Based Core Maintenance in Dynamic Graphs, by Bin Guo and 1 other authors Download PDF Abstract: The core … masks from brave new worldWebParallel Order-Based Core Maintenance in Dynamic Graphs Preprint Oct 2024 Bin Guo Emil Sekerinski The core numbers of vertices in a graph are one of the most well-studied cohesive... hyatt key west resortsWebFeb 21, 2024 · The previous studies take the static graphs as input, and the truss maintenance in dynamic graphs receives little attention. This paper focuses on distributed algorithms for truss maintenance. We present a distributed model underlying the real distributed processing model Pregel. hyatt king of prussiahyatt knoxfieldWebMay 11, 2024 · Core Maintenance in Dynamic Graphs: A Parallel Approach Based on Matching. Abstract: The core number of vertices is a basic index depicting cohesiveness … hyatt knoxville rooftop barWebOct 25, 2024 · The core numbers are updated in dynamic graphs with edge insertions and deletions, which is called core maintenance. When a burst of a large number of inserted … hyatt kitchen north hollywood