跳到主要导航 跳到搜索 跳到主要内容

Adding regular expressions to graph reachability and pattern queries

  • Wenfei Fan
  • , Jianzhong Li
  • , Shuai Ma*
  • , Nan Tang
  • , Yinghui Wu
  • *此作品的通讯作者
  • University of Edinburgh
  • Harbin Institute of Technology
  • Hamad bin Khalifa University

科研成果: 期刊稿件文章同行评审

摘要

It is increasingly common to find graphs in which edges are of different types, indicating a variety of relationships. For such graphs we propose a class of reachability queries and a class of graph patterns, in which an edge is specified with a regular expression of a certain form, expressing the connectivity of a data graph via edges of various types. In addition, we define graph pattern matching based on a revised notion of graph simulation. On graphs in emerging applications such as social networks, we show that these queries are capable of finding more sensible information than their traditional counterparts. Better still, their increased expressive power does not come with extra complexity. Indeed, (1) we investigate their containment and minimization problems, and show that these fundamental problems are in quadratic time for reachability queries and are in cubic time for pattern queries. (2) We develop an algorithm for answering reachability queries, in quadratic time as for their traditional counterpart. (3) We provide two cubic-time algorithms for evaluating graph pattern queries, as opposed to the NP-completeness of graph pattern matching via subgraph isomorphism. (4) The effectiveness and efficiency of these algorithms are experimentally verified using real-life data and synthetic data.

源语言英语
页(从-至)313-338
页数26
期刊Frontiers of Computer Science in China
6
3
DOI
出版状态已出版 - 6月 2012

指纹

探究 'Adding regular expressions to graph reachability and pattern queries' 的科研主题。它们共同构成独一无二的指纹。

引用此