Weight-Constrained Simple Path Enumeration in Weighted Graph
Dian Ouyang, Dong Wen, Jianye Yang, Wentao Li, Xuemin Lin
Abstract
Path enumeration is a fundamental problem and has been extensively studied in the literature. Given two query vertices and a weight threshold, the problem aims to identify all simple paths with weight not exceeding the threshold. Existing studies on path enumeration include DFS-based solutions and join-based solutions, where the join-based solutions only work for unweighted graphs. In this paper, we are the first to propose a join-based framework for weighted graphs. By observing the characteristics of DFS, we design a series of novel data structures and operations based on the join-based framework. In this way, our final solution combines the advantages of both join and DFS. We conduct experiments on several real large graphs. For weighted graphs, our method is much more efficient than existing algorithms. For unweighted graphs, our method is still competitive compared with the state-of-the-art solution which only works for unweighted graphs.
Ask about this paper
Ask your agent about it.
Lune has read the top-tier papers around this one, so every answer names the papers it rests on.
Your agent calls
Lunesearch_papers
Free to start. No credit card required.
Terminal
Install the CLIlune papers get 0de02cf6-889f-494e-a465-ef4c6ac3aa04Related papers
- Hop-constrained s-t Simple Path Enumeration: Towards Bridging Theory and PracticeYou Peng, Ying Zhang, Xuemin Lin, Wenjie Zhang et al.VLDB 2020 · 11 citations
- PathEnum: Towards Real-Time Hop-Constrained s-t Path EnumerationShixuan Sun, Yuhang Chen, Bingsheng He, Bryan HooiSIGMOD 2021 · 28 citations
- PEFP: Efficient k-hop Constrained s-t Simple Path Enumeration on FPGAZhengmin Lai, You Peng, Shiyu Yang, Xuemin Lin et al.ICDE 2021 · 21 citations
- Efficient Distributed Hop-Constrained Path Enumeration on Large-Scale GraphsYuanyuan Zeng, Yixiang Fang, Chenhao Ma, Xu Zhou et al.SIGMOD 2024 · 7 citations
- Hop-Constrained s-t Simple Path Enumeration on Large Dynamic GraphsJiujing Zhang, Shiyu Yang, Dian Ouyang, Fan Zhang et al.ICDE 2023 · 7 citations
