Event Pattern Matching over Graph Streams

被引:51
作者
Song, Chunyao [1 ]
Ge, Tingjian [1 ]
Chen, Cindy [1 ]
Wang, Jie [1 ]
机构
[1] Univ Massachusetts, Lowell, MA 01854 USA
来源
PROCEEDINGS OF THE VLDB ENDOWMENT | 2014年 / 8卷 / 04期
基金
美国国家科学基金会;
关键词
D O I
10.14778/2735496.2735504
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A graph is a fundamental and general data structure underlying all data applications. Many applications today call for the management and query capabilities directly on graphs. Real time graph streams, as seen in road networks, social and communication networks, and web requests, are such applications. Event pattern matching requires the awareness of graph structures, which is different from traditional complex event processing. It also requires a focus on the dynamicity of the graph, time order constraints in patterns, and online query processing, which deviates significantly from previous work on subgraph matching as well. We study the semantics and efficient online algorithms for this important and intriguing problem, and evaluate our approaches with extensive experiments over real world datasets in four different domains.
引用
收藏
页码:413 / 424
页数:12
相关论文
共 50 条
[21]   Top-k Graph Pattern Matching over Large Graphs [J].
Cheng, Jiefeng ;
Zeng, Xianggang ;
Yu, Jeffrey Xu .
2013 IEEE 29TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE), 2013, :1033-1044
[22]   Sequence Pattern Query Processing over Out-of-Order Event Streams [J].
Liu, Mo ;
Li, Ming ;
Golovnya, Denis ;
Rundensteiner, Elke A. ;
Claypool, Kajal .
ICDE: 2009 IEEE 25TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING, VOLS 1-3, 2009, :784-+
[23]   Real-Time Multi-Pattern Detection over Event Streams [J].
Kolchinsky, Ilya ;
Schuster, Assaf .
SIGMOD '19: PROCEEDINGS OF THE 2019 INTERNATIONAL CONFERENCE ON MANAGEMENT OF DATA, 2019, :589-606
[24]   Multiple Pattern Graph Correlations for Efficient Graph Pattern Matching [J].
Yu, Jing ;
Liu, Xiaomei ;
Liu, Yanbing ;
Hu, Yue .
2017 IEEE/ACS 14TH INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2017, :469-474
[25]   Pattern graph change oriented incremental graph pattern matching [J].
Zhang, Li-Xia ;
Wang, Wei-Ping ;
Gao, Jian-Liang ;
Wang, Jian-Xin .
Ruan Jian Xue Bao/Journal of Software, 2015, 26 (11) :2964-2980
[26]   Incremental Graph Pattern Matching [J].
Fan, Wenfei ;
Wang, Xin ;
Wu, Yinghui .
ACM TRANSACTIONS ON DATABASE SYSTEMS, 2013, 38 (03)
[27]   Fast graph pattern matching [J].
Cheng, Jiefeng ;
Yu, Jeffrey Xu ;
Ding, Bolin ;
Yu, Philip S. ;
Wang, Haixun .
2008 IEEE 24TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING, VOLS 1-3, 2008, :913-+
[28]   On Dense Pattern Mining in Graph Streams [J].
Aggarwal, Charu C. ;
Li, Yao ;
Yu, Philip S. ;
Jin, Ruoming .
PROCEEDINGS OF THE VLDB ENDOWMENT, 2010, 3 (01) :975-984
[29]   A pattern based predictor for event streams [J].
Zhou, Cheng ;
Cule, Boris ;
Goethals, Bart .
EXPERT SYSTEMS WITH APPLICATIONS, 2015, 42 (23) :9294-9306
[30]   Scalable Pattern Sharing on Event Streams [J].
Ray, Medhabi ;
Lei, Chuan ;
Rundensteiner, Elke A. .
SIGMOD'16: PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON MANAGEMENT OF DATA, 2016, :495-510