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More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks

Summary: Proposes SimRank*, fixing zero-similarity by allowing unequal-length inbound paths while preserving SimRank’s spirit. Delivers a compact closed form with O(K n m) fixed-point iteration, plus edge-concentration clustering and a heuristic to O(K n m~) (m~ << m), validated on real and synthetic data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10791
Venue
VLDB
Year
2014
Pagerank
0.00010173473
Overall Rank
1,896 | 86.83%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
1,484 Vertex Priority Based Butterfly Counting for Large-scale Bipartite Networks 2019 VLDB 0.00011705344
1,542 Scalable Similarity Search for SimRank 2014 SIGMOD 0.00011447877
2,875 Efficient Partial-Pairs SimRank Search on Large Networks 2015 VLDB 7.9744337e-05
4,760 An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs 2015 VLDB 5.9342555e-05
4,888 READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank 2017 VLDB 5.8494448e-05
4,953 Efficient Top-K SimRank-based Similarity Join 2015 VLDB 5.8060034e-05
5,178 Remember Where You Came From: On The Second-Order Random Walk Based Proximity Measures 2017 VLDB 5.6384997e-05
5,288 SLING: A Near-Optimal Index Structure for SimRank 2016 SIGMOD 5.5799268e-05
6,149 Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs 2020 VLDB 5.1835655e-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
11,605 SimTab: Accuracy-Guaranteed SimRank Queries through Tighter Confidence Bounds and Multi-Armed Bandits 2020 VLDB 4.1905499e-05
11,826 NED: An Inter-Graph Node Metric Based On Edit Distance 2017 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank Cited Paper Year Venue Pagerank
313 Graph Clustering Based on Structural/Attribute Similarities 2009 VLDB 0.0002809849
753 Accuracy Estimate and Optimization Techniques for SimRank Computation 2008 VLDB 0.00017113124
911 Simrank++: Query Rewriting through Link Analysis of the Click Graph 2008 VLDB 0.00015381088
4,333 LinkClus: Efficient Clustering via Heterogeneous Semantic Links 2006 VLDB 6.273124e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
4,888 READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank 2017 VLDB 5.8494448e-05
4,333 LinkClus: Efficient Clustering via Heterogeneous Semantic Links 2006 VLDB 6.273124e-05
2,118 Efficient SimRank-based Similarity Join Over Large Graphs 2013 VLDB 9.5036922e-05
1,542 Scalable Similarity Search for SimRank 2014 SIGMOD 0.00011447877
9,326 Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement 2024 VLDB 4.351469e-05
753 Accuracy Estimate and Optimization Techniques for SimRank Computation 2008 VLDB 0.00017113124
6,823 An Experimental Evaluation of SimRank-based Similarity Search Algorithms 2017 VLDB 4.9098643e-05
8,025 Efficient Top-K SimRank-based Similarity Join 2014 SIGMOD 4.5988512e-05
4,953 Efficient Top-K SimRank-based Similarity Join 2015 VLDB 5.8060034e-05
2,875 Efficient Partial-Pairs SimRank Search on Large Networks 2015 VLDB 7.9744337e-05