LinkClus: Efficient Clustering via Heterogeneous Semantic Links
Summary: LinkClus uses heterogeneous semantic links for clustering, via SimTree-based multi-granularity similarity; exploits power-law distributions. Merges traversal to avoid pairwise computations, enabling scalable clustering of multi-typed linked objects. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xiaoxin Yin
- 2. Jiawei Han
- 3. Philip S. Yu
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,539 | Scalable Similarity Search for SimRank | 2014 | SIGMOD | 0.00011460415 |
| 1,903 | More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks | 2014 | VLDB | 0.00010155777 |
| 3,961 | BibNetMiner: Mining Bibliographic Information Networks | 2008 | SIGMOD | 6.5876809e-05 |
| 4,995 | On Link-based Similarity Join | 2011 | VLDB | 5.7787414e-05 |
| 5,769 | DataScope: Viewing Database Contents in Google Maps’ Way | 2007 | VLDB | 5.3333819e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 13 | Mining Association Rules between Sets of Items in Large Databases | 1993 | SIGMOD | 0.0010864752 |
| 27 | Efficient and Effective Clustering Methods for Spatial Data Mining | 1994 | VLDB | 0.00080736878 |
| 33 | BIRCH: An Efficient Data Clustering Method for Very Large Databases | 1996 | SIGMOD | 0.00077324389 |
| 341 | CURE: An Efficient Clustering Algorithm for Large Databases | 1998 | SIGMOD | 0.00026810548 |
| 1,595 | Fast Algorithms for Projected Clustering | 1999 | SIGMOD | 0.00011222442 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,995 | On Link-based Similarity Join | 2011 | VLDB | 5.7787414e-05 |
| 8,019 | Efficient Top-K SimRank-based Similarity Join | 2014 | SIGMOD | 4.6041407e-05 |
| 3,992 | Discovering Linkage Points over Web Data | 2013 | VLDB | 6.5544834e-05 |
| 1,616 | Relational link-based ranking | 2004 | VLDB | 0.00011128652 |
| 6,241 | Scaling Similarity Joins over Tree-Structured Data | 2015 | VLDB | 5.1411469e-05 |
| 9,321 | Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement | 2024 | VLDB | 4.3556432e-05 |
| 4,976 | Efficient Top-K SimRank-based Similarity Join | 2015 | VLDB | 5.7882361e-05 |
| 3,484 | Relation Strength-Aware Clustering of Heterogeneous Information Networks with Incomplete Attributes | 2012 | VLDB | 7.0524417e-05 |
| 1,903 | More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks | 2014 | VLDB | 0.00010155777 |
| 8,549 | LinkDB: A Probabilistic Linkage Database System | 2011 | SIGMOD | 4.4937074e-05 |