Path-tree

Author:

Jin Ruoming1,Ruan Ning1,Xiang Yang2,Wang Haixun3

Affiliation:

1. Kent State University

2. The Ohio State University

3. Microsoft Research Asia

Abstract

Reachability query is one of the fundamental queries in graph database. The main idea behind answering reachability queries is to assign vertices with certain labels such that the reachability between any two vertices can be determined by the labeling information. Though several approaches have been proposed for building these reachability labels, it remains open issues on how to handle increasingly large number of vertices in real-world graphs, and how to find the best tradeoff among the labeling size, the query answering time, and the construction time. In this article, we introduce a novel graph structure, referred to as path-tree , to help labeling very large graphs. The path-tree cover is a spanning subgraph of G in a tree shape. We show path-tree can be generalized to chain-tree which theoretically can has smaller labeling cost. On top of path-tree and chain-tree index, we also introduce a new compression scheme which groups vertices with similar labels together to further reduce the labeling size. In addition, we also propose an efficient incremental update algorithm for dynamic index maintenance. Finally, we demonstrate both analytically and empirically the effectiveness and efficiency of our new approaches.

Funder

Division of Information and Intelligent Systems

Publisher

Association for Computing Machinery (ACM)

Subject

Information Systems

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3. Minimum Strongly Connected Subgraph Collection in Dynamic Graphs;Proceedings of the VLDB Endowment;2024-02

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