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GScan: Exploiting Sequential Scans for Subgraph Matching

  • Zhiwei Zhang*
  • , Hao Wei
  • , Jianliang Xu
  • , Byron Choi
  • *此作品的通讯作者
  • Hong Kong Baptist University
  • Amazon.com, Inc.

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

Subgraph matching is to enumerate all the subgraphs of a graph that is isomorphic to the query graph. It is a critical component of many applications such as clustering coefficient computation and trend evolution. As the real-world graph grows explosively, we have massive graphs that are much larger than the memory size of the modern machines. Therefore, in this paper, we study the subgraph matching problem where the graph is stored on disk. Different from the existing approaches, we design a block-based approach, GScan, which investigates the schedule of the blocks transferred between the memory and the disk. To achieve high I/O efficiency, GScan only uses sequential I/O read operations. We conduct experimental studies to demonstrate the efficiency of our block-based approach.

源语言英语
主期刊名Database Systems for Advanced Applications - DASFAA 2019 International Workshops
主期刊副标题BDMS, BDQM, and GDMA, Proceedings
编辑Guoliang Li, Jun Yang, Joao Gama, Juggapong Natwichai, Yongxin Tong
出版商Springer Verlag
页471-475
页数5
ISBN(印刷版)9783030185893
DOI
出版状态已出版 - 2019
已对外发布是
活动24th International Workshops on Database Systems for Advanced Applications, DASFAA 2019: BDMS, BDQM, and GDMA - Chiang Mai, 泰国
期限: 22 4月 2019 → 25 4月 2019

丛书

姓名Lecture Notes in Computer Science
卷11448 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议24th International Workshops on Database Systems for Advanced Applications, DASFAA 2019: BDMS, BDQM, and GDMA
国家/地区泰国
市Chiang Mai
时期22/04/19 → 25/04/19

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