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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被证明是一种用于查询关系和半结构化数据的有效技术。本文针对基于(有界)模拟的图形模式查询研究了此问题,该问题已越来越多地用于例如社交网络分析中。我们提出了模式包含的概念,以使用图形模式视图来表征图形模式匹配。我们表明,当且仅当查询包含在视图中时,才能使用一组视图来回答图形模式查询。基于此特征,我们开发了有效的算法来回答图形模式查询。此外,我们确定了与图形模式包含相关的三个问题。我们证明了这些问题的范围从二次时间到NP完全,并提供了用于遏制检查的有效算法(问题难以解决时的近似计算)。使用实际数据和综合数据,我们通过实验验证了这些方法是否能够通过使用视图有效地回答大型社交图上的图模式查询。

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