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: 9875
Venue: VLDB
Year: 2008
Pagerank: 0.00014277369
Overall Rank: 758 | 94.81%
DOI: 10.14778/1453856.1453902

Incoming Non-self Citations Over Time

Authors

1. Ioannis Antonellis (Stanford University)
2. Hector Garcia-Molina (Stanford University)
3. Chi-Chao Chang (Yahoo)

BibTeX Citation

@article{antonellis_vldb08,
        title = {{Simrank++: Query Rewriting through Link Analysis of the Click Graph}},
        author = {Antonellis, Ioannis and Garcia-Molina, Hector and Chang, Chi-Chao},
        journal = {PVLDB},
        series = {{VLDB} '08},
        volume = {1},
        number = {1},
        pages = {408--419},
        doi = {10.14778/1453856.1453902},
        url = {https://doi.org/10.14778/1453856.1453902},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,365	Scalable Similarity Search for SimRank	2014	SIGMOD	0.00011017467
1,414	Fast and Exact Top-k Search for Random Walk with Restart	2012	VLDB	0.00010848387
1,588	More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks	2014	VLDB	0.0001026895
1,769	BEAR: Block Elimination Approach for Random Walk with Restart on Large Graphs	2015	SIGMOD	9.7969398e-05
2,073	BePI: Fast and Memory-Efficient Method for Billion-Scale Random Walk with Restart	2017	SIGMOD	9.2209912e-05
2,291	Efficient Partial-Pairs SimRank Search on Large Networks	2015	VLDB	8.7973939e-05
3,315	Distributed Algorithms on Exact Personalized PageRank	2017	SIGMOD	7.5274958e-05
3,951	READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank	2017	VLDB	6.9974506e-05
4,061	Efficient Top-K SimRank-based Similarity Join	2015	VLDB	6.9319591e-05
4,216	An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs	2015	VLDB	6.8273894e-05
4,825	SLING: A Near-Optimal Index Structure for SimRank	2016	SIGMOD	6.4910166e-05
5,432	Scalable and Effective Bipartite Network Embedding	2022	SIGMOD	6.2211042e-05
5,826	Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs	2020	VLDB	6.074674e-05
6,446	Exact Single-Source SimRank Computation on Large Graphs	2020	SIGMOD	5.8763523e-05
6,634	An Experimental Evaluation of SimRank-based Similarity Search Algorithms	2017	VLDB	5.8182573e-05
7,908	Billion-Scale Bipartite Graph Embedding: A Global-Local Induced Approach	2024	VLDB	5.5181056e-05
8,212	PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs	2019	SIGMOD	5.4658632e-05
8,213	ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs	2018	VLDB	5.4658632e-05
10,281	PJsim: Towards Precise and Scalable Graph Similarity	2026	SIGMOD	5.093636e-05
11,237	BIRD: Efficient Approximation of Bidirectional Hidden Personalized PageRank	2024	VLDB	5.093636e-05
11,383	ClipSim: A GPU-friendly Parallel Framework for Single-Source SimRank with Accuracy Guarantee	2023	SIGMOD	5.093636e-05
11,678	Structural Generalizability: The Case of Similarity Search	2021	SIGMOD	5.093636e-05
12,021	NED: An Inter-Graph Node Metric Based On Edit Distance	2017	VLDB	5.093636e-05

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
1,119	Latent Semantic Indexing: A Probabilistic Analysis	1998	PODS	0.00012097985

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3	5,826	Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs	2020	VLDB
4	6,446	Exact Single-Source SimRank Computation on Large Graphs	2020	SIGMOD
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