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GC: A graph caching system for subgraph/supergraph queries

  • Jing Wang
  • , Zichen Liu
  • , Shuai Ma
  • , Nikos Ntarmos
  • , Peter Triantafillou
  • Beihang University
  • Chinese Academy of Sciences
  • University of Glasgow
  • University of Warwick

科研成果: 期刊稿件会议文章同行评审

摘要

We demonstrate a graph caching system GC for expediting subgraph/supergraph queries, which are computationally expensive due to the entailed NP-Complete subgraph isomorphism problem. Unlike existing caching systems for fast data access where each cache hit saves one disk I/O, GC reduces the computational costs due to subgraph isomorphism testing. Moreover, GC harnesses both subgraph and supergraph cache hits, extending the traditional exact- match-only hit, thus resulting in significant speedups. Fur- thermore, GC features dashboards for both skilled developers and general end-users; the former could investigate and experiment with alternative components/mechanisms while the latter could look into the principle of GC through a number of demonstration scenarios.

源语言英语
页(从-至)2022-2025
页数4
期刊Proceedings of the VLDB Endowment
11
12
DOI
出版状态已出版 - 2018
活动44th International Conference on Very Large Data Bases, VLDB 2018 - Rio de Janeiro, 巴西
期限: 27 8月 201831 8月 2018

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