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Efficient Partial-Pairs SimRank Search on Large Networks
Summary: Proposes a seed-germination model to compute partial-pairs SimRank s(a,b) for A×B in O(k|E| min{|A|,|B|}) time and O(|E|+k|V|) memory. Also reduces unnecessary edge accesses to O(m min{|A|,|B|}) time with m ≤ min{k|E|, Delta^(2k)}, enabling scalable partial-pairs similarity joins.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 11169
- Venue
- VLDB
- Year
- 2015
- Pagerank
- 7.9744337e-05
- Overall Rank
- 2,875 | 80.03%
- DOI
-
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Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 12 of 12 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 4,888 |
READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank |
2017 |
VLDB |
5.8494448e-05 |
| 5,288 |
SLING: A Near-Optimal Index Structure for SimRank |
2016 |
SIGMOD |
5.5799268e-05 |
| 5,926 |
Walking in the Cloud: Parallel SimRank at Scale |
2016 |
VLDB |
5.2668617e-05 |
| 6,149 |
Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs |
2020 |
VLDB |
5.1835655e-05 |
| 6,823 |
An Experimental Evaluation of SimRank-based Similarity Search Algorithms |
2017 |
VLDB |
4.9098643e-05 |
| 7,593 |
Exact Single-Source SimRank Computation on Large Graphs |
2020 |
SIGMOD |
4.6984572e-05 |
| 8,231 |
PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs |
2019 |
SIGMOD |
4.5489304e-05 |
| 8,232 |
ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs |
2018 |
VLDB |
4.5489304e-05 |
| 9,159 |
DISK: A Distributed Framework for Single-Source SimRank with Accuracy Guarantee |
2021 |
VLDB |
4.380727e-05 |
| 9,326 |
Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement |
2024 |
VLDB |
4.351469e-05 |
| 11,180 |
ClipSim: A GPU-friendly Parallel Framework for Single-Source SimRank with Accuracy Guarantee |
2023 |
SIGMOD |
4.1905499e-05 |
| 11,605 |
SimTab: Accuracy-Guaranteed SimRank Queries through Tighter Confidence Bounds and Multi-Armed Bandits |
2020 |
VLDB |
4.1905499e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Semantically Similar Papers
| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 8,231 |
PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs |
2019 |
SIGMOD |
4.5489304e-05 |
| 4,760 |
An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs |
2015 |
VLDB |
5.9342555e-05 |
| 6,823 |
An Experimental Evaluation of SimRank-based Similarity Search Algorithms |
2017 |
VLDB |
4.9098643e-05 |
| 7,593 |
Exact Single-Source SimRank Computation on Large Graphs |
2020 |
SIGMOD |
4.6984572e-05 |
| 1,542 |
Scalable Similarity Search for SimRank |
2014 |
SIGMOD |
0.00011447877 |
| 8,025 |
Efficient Top-K SimRank-based Similarity Join |
2014 |
SIGMOD |
4.5988512e-05 |
| 1,896 |
More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks |
2014 |
VLDB |
0.00010173473 |
| 4,953 |
Efficient Top-K SimRank-based Similarity Join |
2015 |
VLDB |
5.8060034e-05 |
| 9,326 |
Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement |
2024 |
VLDB |
4.351469e-05 |
| 2,118 |
Efficient SimRank-based Similarity Join Over Large Graphs |
2013 |
VLDB |
9.5036922e-05 |