Compression techniques for 2-hop labeling for shortest distance queries

被引:0
|
作者
Shikha Anirban
Junhu Wang
Md. Saiful Islam
Humayun Kayesh
Jianxin Li
Mao Lin Huang
机构
[1] Griffith University,
[2] Deakin University,undefined
[3] University of Technology Sydney,undefined
来源
World Wide Web | 2022年 / 25卷
关键词
Distance query; Distance labeling; Graph compression; Index compression;
D O I
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中图分类号
学科分类号
摘要
Shortest distance computation is one of the widely researched areas in theoretical computer science and graph databases. Distance labeling are well-known for improving the performance of shortest distance queries. One of the best distance labeling approaches is Pruned Landmark Labeling (PLL). PLL is a 2-hop distance labeling which prunes a lot of unnecessary labels while doing breadth-first-search. Another well-known 2-hop labeling is Pruned Highway Labeling (PHL) which is designed for undirected road networks. Both PLL and PHL suffer from the problem of large index size. In this paper, we propose two approaches to address the problem, one is to compress the PLL index as well as the graph for directed graphs; the other is to compress undirected road networks using linear sets, which are essentially maximal-length non-branching paths. Our aim is to reduce the index size and index construction time without significantly compromising query performance. Extensive experiments with real world datasets confirm the effectiveness of our approaches.
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页码:151 / 174
页数:23
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