On Link-based Similarity Join
Summary: Proposes LS-join, extending similarity join to link-based measures via an e-function generalizing PPR and SimRank. Offers an efficient LS-join for large graphs and reduces random-walk cost in PPR/SR; validated on three real datasets. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Liwen Sun
- 2. Reynold Cheng
- 3. Xiang Li
- 4. David W. Cheung
- 5. Jiawei Han
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,117 | Efficient SimRank-based Similarity Join Over Large Graphs | 2013 | VLDB | 9.5155578e-05 |
| 2,885 | Efficient Partial-Pairs SimRank Search on Large Networks | 2015 | VLDB | 7.9613842e-05 |
| 5,899 | Walking in the Cloud: Parallel SimRank at Scale | 2016 | VLDB | 5.2824488e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 266 | Efficient Exact Set-Similarity Joins | 2006 | VLDB | 0.00029718727 |
| 313 | Graph Clustering Based on Structural/Attribute Similarities | 2009 | VLDB | 0.00028097557 |
| 756 | Accuracy Estimate and Optimization Techniques for SimRank Computation | 2008 | VLDB | 0.00017088023 |
| 919 | Distance-Join: Pattern Match Query In a Large Graph Database | 2009 | VLDB | 0.00015343179 |
| 2,281 | Epsilon Grid Order: An Algorithm for the Similarity Join on Massive High-Dimensional Data | 2001 | SIGMOD | 9.1077704e-05 |
| 2,564 | Combating Web Spam with TrustRank | 2004 | VLDB | 8.5277793e-05 |
| 4,342 | LinkClus: Efficient Clustering via Heterogeneous Semantic Links | 2006 | VLDB | 6.2758722e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,922 | READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank | 2017 | VLDB | 5.8233726e-05 |
| 7,590 | Exact Single-Source SimRank Computation on Large Graphs | 2020 | SIGMOD | 4.7029681e-05 |
| 8,236 | PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs | 2019 | SIGMOD | 4.553296e-05 |
| 266 | Efficient Exact Set-Similarity Joins | 2006 | VLDB | 0.00029718727 |
| 2,885 | Efficient Partial-Pairs SimRank Search on Large Networks | 2015 | VLDB | 7.9613842e-05 |
| 1,903 | More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks | 2014 | VLDB | 0.00010155777 |
| 2,117 | Efficient SimRank-based Similarity Join Over Large Graphs | 2013 | VLDB | 9.5155578e-05 |
| 8,019 | Efficient Top-K SimRank-based Similarity Join | 2014 | SIGMOD | 4.6041407e-05 |
| 4,976 | Efficient Top-K SimRank-based Similarity Join | 2015 | VLDB | 5.7882361e-05 |
| 9,321 | Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement | 2024 | VLDB | 4.3556432e-05 |