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Graph Sparsification.pdf

2311.12314.pdf
Preview of Graph Sparsification
🔗 Source: arxiv.org
📊 Size: 1.25 MB
📄 Pages: 14 pages
⬇️ Downloads: 65

Summary

Graph sparsification approximates a graph by a sparse graph with a subset of vertices and/or edges, aiming to maintain specific graph properties while minimizing size. This technique can reduce graph algorithm execution time by substituting the full graph with a smaller sparsified graph. The study evaluates 12 sparsification algorithms and 16 graph metrics on 14 real-world graphs, revealing that no single sparsifier performs best in preserving all graph properties, and selecting appropriate sparsifiers based on the downstream task is crucial.

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Description

Graph sparsification approximates a graph by a sparse graph with a subset of vertices and/or edges, aiming to maintain specific graph properties while...

Technical Information

  • File Format: PDF
  • File Size: 1.25 MB
  • Pages: 14
  • Language: EN
  • Total Downloads: 65
  • Last Updated: 2 months ago

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This PDF document about Graph Sparsification provides comprehensive information and guidance. Whether you're a beginner or advanced user, this resource offers valuable insights into Graph Sparsification.

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