Graph indexing for reachability queries

Hilmi Yildirim, Mohammed J. Zaki
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引用次数: 5

Abstract

Reachability queries appear very frequently in many important applications that work with graph structured data. In some of them, testing reachability between two nodes corresponds to an important problem. For example, in proteinprotein interaction networks one can use it to answer whether two proteins are related, whereas in ontological databases such queries might correspond to the question of whether a concept subsumes another one. Given the huge databases that are often tested with reachability queries, it is important problem to come up with a scalable indexing scheme that has almost constant query time. In this paper, we bring a new dimension to the well-known interval labeling approach. Our approach labels each node with multiple intervals instead of a single interval so that each labeling represents a hyper-rectangle. Our new approach BOX can index dags in linear time and space while retaining the querying time admissible. In experiments, we show that BOX is not vulnerable to increasing edge to node ratios which is a problem for the existing approaches.
可达性查询的图形索引
可达性查询在许多处理图结构数据的重要应用程序中非常频繁地出现。在某些情况下,测试两个节点之间的可达性是一个重要的问题。例如,在蛋白质-蛋白质相互作用网络中,可以用它来回答两个蛋白质是否相关,而在本体论数据库中,这样的查询可能对应于一个概念是否包含另一个概念的问题。对于经常使用可达性查询进行测试的大型数据库,提出具有几乎恒定查询时间的可扩展索引方案是一个重要问题。在本文中,我们为众所周知的区间标注方法带来了一个新的维度。我们的方法用多个间隔而不是一个间隔来标记每个节点,这样每个标记都代表一个超矩形。我们的新方法BOX可以在保持查询时间允许的情况下对线性时间和空间中的标记进行索引。在实验中,我们表明BOX不容易受到边节点比增加的影响,这是现有方法的一个问题。
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