arrow
返回

Graph Pattern Matching: A Join/Semijoin Approach

delete2011-07-01
delete19
PRE
AI
J
Jeffrey Xu Yu
P
Philip S. Yu
DOI:10.1109/TKDE.2010.169delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
Due to rapid growth of the Internet and new scientific/technological advances, there exist many new applications that model data as graphs, because graphs have sufficient expressiveness to model complicated structures. The dominance of graphs in real-world applications demands new graph processing techniques to access large data graphs effectively and efficiently. In this paper, we study a graph pattern matching problem, which is to find all patterns in a large data graph that match a user-given graph pattern. We propose new two-step R-join (reachability join) algorithms with a filter step (R-semijoin) and a fetch step (R-join) by utilizing a new cluster-based join index with graph codes in a relational database context. We also propose two optimization approaches to further optimize sequences of R-joins/R-semijoins. The first approach is based on R-join order selection followed by R-semijoin enhancement, and the second approach is to interleave R-joins with R-semijoins. We conducted extensive performance studies, and confirm the efficiency of our proposed new approaches.
Keyword:
Graph matching
2-hop labeling
reachability joins
join/semijoin processing
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

IEEE Transactions on Knowledge and Data Engineering 封面图
IEEE Transactions on Knowledge and Data Engineering
IF:
10.4
论文数:
6.9K
被引数:
3.2W

机构

U
University of Hong Kong
学者数:
4.1W
论文数: 3.9W
被引数: 10.1W
C
Chinese University of Hong Kong
学者数:
3.4W
论文数: 3.2W
被引数: 5.6W
University of Illinois System 封面图
University of Illinois System
学者数:
6.9W
论文数: 6.2W
被引数: 644
学者 查看更多机构
引用论文

引用论文

Holocene erosion of the Lesser Himalaya triggered by intensified summer monsoon夏季风加剧引发的小喜马拉雅山全新世侵蚀
err2008-01-01
err0
PREAI
errPeter D. Clift; Liviu Giosan; Jerzy Blusztajn; Ian H. Campbell; Charlotte Allen; Malcolm Pringle; Ali R. Tabrez; Mohammed Danish; M.M. Rabbani; Anwar Alizai; Andrew Carter; Andreas Lückge
err分享
err收藏
Query optimization
err1996-03-01
err129
errOAAI
errIoannidis, YE
err分享
err收藏
err分享
err收藏
err2002-01-01
err0
PREAI
errLiu Changming; Zhang Shifeng
err分享
err收藏
err
IF0
err
err0
errOAAI
err
err分享
err收藏
err分享
err收藏
Benidipine:A New Ca2+ Channel Blocker with a Cardioprotective Effect
err2006-06-07
err0
PREAI
errMasafumi Kitakaze; Akira Karasawa; Hiroyuki Kobayashi; Hiroyuki Tanaka; Tsunehiko Kuzuya; Masatsugu Hori
err分享
err收藏
学者 查看更多内容