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Efficient and Provable Effective Resistance Computation on Large Graphs: an Index-based Approach

Summary: Index-based effective-resistance computation via multiple landmarks: precompute compact Schur-complement matrices over a landmark set, then answer single-pair/source queries with Vl-absorbed random-walk push/sampling. Provable accuracy/performance guarantees; up to 10^4× speedup on large graphs. (summarized by gpt-5.4-mini on May 24 2026)

Paper ID
he445caf9434ea0db
Venue
SIGMOD
Year
2024
Pagerank
5.2994494e-05
Overall Rank
8,629 | 41.99%
DOI
10.1145/3654936

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{liao_sigmod24,
        title = {{Efficient and Provable Effective Resistance Computation on Large Graphs: an Index-based Approach}},
        author = {Liao, Meihao and Zhou, Junjie and Li, Rong-Hua and Dai, Qiangqiang and Chen, Hongyang and Wang, Guoren},
        series = {{SIGMOD} '24},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3654936},
        url = {https://dl.acm.org/doi/10.1145/3654936},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
197 Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling 2013 SIGMOD 0.00025584127
802 Near Neighbor Search in Large Metric Spaces 1995 VLDB 0.00013847746
1,368 Computing Personalized PageRank Quickly by Exploiting Graph Structures 2014 VLDB 0.0001090624
1,645 When Hierarchy Meets 2-Hop-Labeling: Efficient Shortest Distance Queries on Road Networks 2018 SIGMOD 9.9953879e-05
1,798 BEAR: Block Elimination Approach for Random Walk with Restart on Large Graphs 2015 SIGMOD 9.616919e-05
2,183 Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push 2021 SIGMOD 8.8962182e-05
2,258 HubPPR: Effective Indexing for Approximate Personalized PageRank 2017 VLDB 8.7385422e-05
4,101 TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs 2018 SIGMOD 6.8073016e-05
4,356 Challenging the Long Tail Recommendation 2012 VLDB 6.6409244e-05
4,743 Density-based Place Clustering in Geo-Social Networks 2014 SIGMOD 6.4396758e-05
5,273 Efficient Estimation of Pairwise Effective Resistance 2023 SIGMOD 6.2007708e-05
5,331 Localizing Anomalous Changes in Time-evolving Graphs 2014 SIGMOD 6.176792e-05
5,803 Shortest-Path Queries on Complex Networks: Experiments, Analyses, and Improvement 2022 VLDB 5.9893561e-05
5,859 Efficient Algorithms for Finding Approximate Heavy Hitters in Personalized PageRanks 2018 SIGMOD 5.9682458e-05
5,966 k-Nearest Neighbors on Road Networks: A Journey in Experimentation and In-Memory Implementation 2016 VLDB 5.9325005e-05
6,033 Efficient Estimation of Heat Kernel PageRank for Local Clustering 2019 SIGMOD 5.9093593e-05
8,020 Efficient Resistance Distance Computation: the Power of Landmark-based Approaches 2023 SIGMOD 5.4061498e-05
8,226 Efficient Personalized PageRank Computation: The Power of Variance-Reduced Monte Carlo Approaches 2023 SIGMOD 5.3740319e-05
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