Efficient algorithms for pattern matching on directed acyclic graphs

Li Chen, Amarnath Gupta, M. E. Kurul
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引用次数: 4

Abstract

Recently graph data models have become increasingly popular in many scientific fields. Efficient query processing over such data is critical. Existing works often rely on index structures that store pre-computed transitive relations to achieve efficient graph matching. In this paper, we present a family of stack-based algorithms to handle path and twig pattern queries for directed acyclic graphs (DAGs) in particular. With the worst-case space cost linearly bounded by the number of edges in the graph, our algorithms achieve a quadratic runtime complexity in the average size of the query variable bindings. This is optimal among the navigation-based graph matching algorithms.
有向无环图模式匹配的高效算法
近年来,图形数据模型在许多科学领域越来越流行。对此类数据进行高效的查询处理至关重要。现有的工作通常依赖于存储预先计算的传递关系的索引结构来实现有效的图匹配。在本文中,我们提出了一组基于堆栈的算法来处理有向无环图(dag)的路径和分支模式查询。由于最坏情况下的空间成本由图中边的数量线性限定,我们的算法在查询变量绑定的平均大小上实现了二次的运行时复杂度。这在基于导航的图匹配算法中是最优的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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