Efficient Personalized PageRank Computation: A Spanning Forests Sampling Based Approach

Summary: Introduces spanning-forests sampling for personalized PageRank via loop-erased alpha-random walks, grounded in a new matrix forest theorem. Alpha-insensitive, fast single-source and single-target PPR queries; outperforms prior methods with experiments on seven large real-world graphs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6514
Venue: SIGMOD
Year: 2022
Pagerank: 5.927015e-05
Overall Rank: 6,284 | 56.89%
DOI: 10.1145/3514221.3526140

Incoming Non-self Citations Over Time

Authors

1. Meihao Liao (Beijing Institute of Technology)
2. Rong-Hua Li (Beijing Institute of Technology)
3. Qiangqiang Dai (Beijing Institute of Technology)
4. Guoren Wang (Beijing Institute of Technology)

BibTeX Citation

@inproceedings{liao_sigmod22,
        title = {{Efficient Personalized PageRank Computation: A Spanning Forests Sampling Based Approach}},
        author = {Liao, Meihao and Li, Rong-Hua and Dai, Qiangqiang and Wang, Guoren},
        series = {{SIGMOD} '22},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3514221.3526140},
        url = {https://dl.acm.org/doi/10.1145/3514221.3526140},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
6,156	QTCS: Efficient Query-Centered Temporal Community Search	2024	VLDB	5.9560993e-05
7,861	Efficient Resistance Distance Computation: the Power of Landmark-based Approaches	2023	SIGMOD	5.5302333e-05
8,062	Efficient Personalized PageRank Computation: The Power of Variance-Reduced Monte Carlo Approaches	2023	SIGMOD	5.4949527e-05
8,504	Enabling Window-Based Monotonic Graph Analytics with Reusable Transitional Results for Pattern-Consistent Queries	2024	VLDB	5.4132367e-05
9,046	One Index for All: Towards Efficient Personalized PageRank Computation for Every Damping Factor	2026	SIGMOD	5.3251649e-05
9,373	Efficient and Accurate PageRank Approximation on Large Graphs	2024	SIGMOD	5.2755515e-05
9,769	Efficient Index Maintenance for Effective Resistance Computation on Evolving Graphs	2025	SIGMOD	5.2209769e-05
10,161	Near-Optimality for Single-Source Personalized PageRank	2026	PODS	5.093636e-05
11,237	BIRD: Efficient Approximation of Bidirectional Hidden Personalized PageRank	2024	VLDB	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
1,339	Computing Personalized PageRank Quickly by Exploiting Graph Structures	2014	VLDB	0.00011112799
1,414	Fast and Exact Top-k Search for Random Walk with Restart	2012	VLDB	0.00010848387
1,769	BEAR: Block Elimination Approach for Random Walk with Restart on Large Graphs	2015	SIGMOD	9.7969398e-05
1,838	Efficient Ad-hoc Search for Personalized PageRank	2013	SIGMOD	9.6436348e-05
2,073	BePI: Fast and Memory-Efficient Method for Billion-Scale Random Walk with Restart	2017	SIGMOD	9.2209912e-05
2,173	Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push	2021	SIGMOD	9.0375634e-05
2,225	HubPPR: Effective Indexing for Approximate Personalized PageRank	2017	VLDB	8.9183159e-05
2,362	Incremental and Accuracy-Aware Personalized PageRank through Scheduled Approximation	2013	VLDB	8.6889619e-05
3,616	Parallel Local Graph Clustering	2016	VLDB	7.2559471e-05
4,024	TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs	2018	SIGMOD	6.9479974e-05
5,741	Efficient Algorithms for Finding Approximate Heavy Hitters in Personalized PageRanks	2018	SIGMOD	6.1029326e-05
6,655	Indexed Fast Network Proximity Querying	2018	VLDB	5.8125709e-05

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3	1,396	Estimating PageRank on Graph Streams	2008	PODS
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8	1,339	Computing Personalized PageRank Quickly by Exploiting Graph Structures	2014	VLDB
9	4,714	Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme	2023	SIGMOD
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