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Answering graph pattern queries using views

机译:使用视图回答图形模式查询

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Answering queries using views has proven an effective technique for querying relational and semistructured data. This paper investigates this issue for graph pattern queries based on (bounded) simulation, which have been increasingly used in, e.g., social network analysis. We propose a notion of pattern containment to characterize graph pattern matching using graph pattern views. We show that a graph pattern query can be answered using a set of views if and only if the query is contained in the views. Based on this characterization we develop efficient algorithms to answer graph pattern queries. In addition, we identify three problems associated with graph pattern containment. We show that these problems range from quadratic-time to NP-complete, and provide efficient algorithms for containment checking (approximation when the problem is intractable). Using real-life data and synthetic data, we experimentally verify that these methods are able to efficiently answer graph pattern queries on large social graphs, by using views.
机译:使用视图回答查询已经证明了一种用于查询关系和半系统数据的有效技术。本文研究了基于(有界)仿真的图形模式查询的此问题,这越来越多地用于,例如社交网络分析。我们提出了一种模式容纳的概念,以表征使用图形模式视图匹配的图形模式。我们显示才能使用一组视图,且仅当查询中包含在视图中时,可以回答图形模式查询。基于此表征,我们开发有效的算法来应答图形模式查询。此外,我们确定了与图形模式遏制相关的三个问题。我们展示这些问题的范围从二次时间到NP完整,并提供有效的容纳检查算​​法(当问题棘手时近似)。使用现实生活数据和合成数据,我们通过使用视图,通过实验验证这些方法是否能够在大型社交图中有效地应答图案模式查询。

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