Article ID Journal Published Year Pages File Type
406096 Neurocomputing 2015 18 Pages PDF
Abstract

Reachability query is a fundamental problem on networks currently emerging in various application domains. However, very little existing work has studied reachability with label constraints imposed on the edges/vertices of graphs. In this paper, we study the problem of answering Label-Constraint Reachability (LCR) in a labeled directed graph, i.e., whether a directed path confined to a given label set from a source query vertex to a target query vertex in the input graph exists. We propose a model called the Bipartite Hierarchical (BiHi) to speed up the LCR computation. The BiHi model adopts a representation organized as hierarchies of bipartitions, and a vertex-cover-based algorithm to label the to-most remaining subgraph. In addition, by extending the two-hop labeling, the BiHi model introduces a top-down hierarchical labeling strategy to compress the index. Extensive theoretical analyses and experimental investigations on both real-life and synthetic datasets demonstrate that our method can reduce the memory cost and construction time of index construction while maintaining high query processing efficiency.

Related Topics
Physical Sciences and Engineering Computer Science Artificial Intelligence
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