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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
6898
Venue
SIGMOD
Year
2024
Pagerank
4.1945683e-05
Overall Rank
10,957 | 23.78%
DOI
10.1145/3654936

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

Rank Cited Paper Year Venue Pagerank
260 Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling 2013 SIGMOD 0.00030040036
708 Near Neighbor Search in Large Metric Spaces 1995 VLDB 0.00017772684
1,821 Computing Personalized PageRank Quickly by Exploiting Graph Structures 2014 VLDB 0.00010423565
2,201 When Hierarchy Meets 2-Hop-Labeling: Efficient Shortest Distance Queries on Road Networks 2018 SIGMOD 9.3048105e-05
2,210 BEAR: Block Elimination Approach for Random Walk with Restart on Large Graphs 2015 SIGMOD 9.2856573e-05
2,242 HubPPR: Effective Indexing for Approximate Personalized PageRank 2017 VLDB 9.218875e-05
2,827 Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push 2021 SIGMOD 8.0551884e-05
4,733 TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs 2018 SIGMOD 5.9631943e-05
5,015 Challenging the Long Tail Recommendation 2012 VLDB 5.7584513e-05
5,702 Efficient Estimation of Heat Kernel PageRank for Local Clustering 2019 SIGMOD 5.36473e-05
5,763 Localizing Anomalous Changes in Time-evolving Graphs 2014 SIGMOD 5.3369426e-05
6,093 Density-based Place Clustering in Geo-Social Networks 2014 SIGMOD 5.2131159e-05
6,200 k-Nearest Neighbors on Road Networks: A Journey in Experimentation and In-Memory Implementation 2016 VLDB 5.1602201e-05
6,309 Efficient Algorithms for Finding Approximate Heavy Hitters in Personalized PageRanks 2018 SIGMOD 5.1167347e-05
7,394 Efficient Estimation of Pairwise Effective Resistance 2023 SIGMOD 4.7427524e-05
8,256 Shortest-Path Queries on Complex Networks: Experiments, Analyses, and Improvement 2022 VLDB 4.5490743e-05
9,245 Efficient Resistance Distance Computation: the Power of Landmark-based Approaches 2023 SIGMOD 4.3690661e-05
9,325 Efficient Personalized PageRank Computation: The Power of Variance-Reduced Monte Carlo Approaches 2023 SIGMOD 4.3556432e-05
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