Batch Updates of Distributed Streaming Graphs using Linear Algebra

We develop a distributed-memory parallel algorithm for performing batch updates on streaming graphs, where vertices and edges are continuously added or removed. Our algorithm leverages distributed sparse matrices as the core data structures, utilizing equivalent sparse matrix operations to execute g...

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Bibliographic Details

Published in:	SC24-W: Workshops of the International Conference for High Performance Computing, Networking, Storage and Analysis pp. 645 - 649
Main Authors:	Hassani, Elaheh, Hussain, Md Taufique, Azad, Ariful
Format:	Conference Proceeding
Language:	English
Published:	IEEE 17.11.2024
Subjects:	batch graph updates Conferences Data structures distributed-memory algorithms High performance computing Linear algebra Parallel algorithms parallel computing parallel graph algorithms scalability in graph processing Sparse matrices streaming graphs Supercomputers
Online Access:	Get full text
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