Extending Graph Patterns with Conditions

SIGMOD/PODS '20: International Conference on Management of Data Portland OR USA June, 2020(2020)

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摘要
We propose an extension of graph patterns, referred to as conditional graph patterns and denoted as CGPs. In a CGP,one can specify a simple condition on each edge such that the edge exists if and only if the condition is satisfied. We show that CGPs allow us to catch missing links, increase the expressivity of graph functional dependencies, and provide a succinct representation of graph patterns. We settle the complexity of their consistency, matching, incremental matching and containment problems, in linear time,NP-complete,NP-complete and p2-complete, respectively. These tell us that despite the increased expressive power of CGPs, the matching and incremental matching problems for CGPs are no harder than their counterparts for conventional patterns. We develop algorithms for matching and incremental matching of CGPs, and for (incremental) multi-CGP matching and optimization. Using real-life and synthetic graphs, we empirically verify the efficiency and effectiveness of our algorithms.
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关键词
conditional graph pattern, multi-pattern matching, incremental matching
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