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Simrank++: Query Rewriting through Link Analysis of the Click Graph

Summary: Introduces Simrank++ for query rewriting in sponsored search by extending SimRank with edge weights and evidence signals on a historical click graph. Shows these enhancements yield better query rewrites than vanilla Simrank on Yahoo! click data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9684
Venue
VLDB
Year
2008
Pagerank
0.00015370124
Overall Rank
917 | 93.63%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
1,539 Scalable Similarity Search for SimRank 2014 SIGMOD 0.00011460415
1,641 Fast and Exact Top-k Search for Random Walk with Restart 2012 VLDB 0.00011047924
1,903 More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks 2014 VLDB 0.00010155777
2,210 BEAR: Block Elimination Approach for Random Walk with Restart on Large Graphs 2015 SIGMOD 9.2856573e-05
2,537 BePI: Fast and Memory-Efficient Method for Billion-Scale Random Walk with Restart 2017 SIGMOD 8.5834428e-05
2,885 Efficient Partial-Pairs SimRank Search on Large Networks 2015 VLDB 7.9613842e-05
3,872 Distributed Algorithms on Exact Personalized PageRank 2017 SIGMOD 6.6785582e-05
4,791 An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs 2015 VLDB 5.9188595e-05
4,922 READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank 2017 VLDB 5.8233726e-05
4,976 Efficient Top-K SimRank-based Similarity Join 2015 VLDB 5.7882361e-05
5,350 SLING: A Near-Optimal Index Structure for SimRank 2016 SIGMOD 5.553662e-05
5,766 Scalable and Effective Bipartite Network Embedding 2022 SIGMOD 5.3363253e-05
6,205 Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs 2020 VLDB 5.1583493e-05
6,789 An Experimental Evaluation of SimRank-based Similarity Search Algorithms 2017 VLDB 4.9251746e-05
7,230 ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs 2018 VLDB 4.7948717e-05
7,590 Exact Single-Source SimRank Computation on Large Graphs 2020 SIGMOD 4.7029681e-05
7,933 Billion-Scale Bipartite Graph Embedding: A Global-Local Induced Approach 2024 VLDB 4.613363e-05
8,236 PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs 2019 SIGMOD 4.553296e-05
11,027 BIRD: Efficient Approximation of Bidirectional Hidden Personalized PageRank 2024 VLDB 4.1945683e-05
11,177 ClipSim: A GPU-friendly Parallel Framework for Single-Source SimRank with Accuracy Guarantee 2023 SIGMOD 4.1945683e-05
11,480 Structural Generalizability: The Case of Similarity Search 2021 SIGMOD 4.1945683e-05
11,818 NED: An Inter-Graph Node Metric Based On Edit Distance 2017 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

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

Rank Cited Paper Year Venue Pagerank
428 Latent Semantic Indexing: A Probabilistic Analysis 1998 PODS 0.00023512226
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