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Fast Incremental and Personalized PageRank

Summary: Monte Carlo maintenance of global PageRank under adversarial edge updates in random order achieves O(n log m/ε²) total work, with deletions equally efficient. For power-law personalized PageRank, precomputed walks enable fast top-k queries and real-time distributed-network performance, validated on Twitter. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
10438
Venue
VLDB
Year
2011
Pagerank
0.00016564032
Overall Rank
556 | 96.19%
DOI
10.14778/1920841.1920844

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{bahmani_vldb11,
        title = {{Fast Incremental and Personalized PageRank}},
        author = {Bahmani, Bahman and Chowdhury, Abdur and Goel, Ashish},
        journal = {PVLDB},
        series = {{VLDB} '11},
        volume = {4},
        number = {3},
        pages = {173--184},
        doi = {10.14778/1920841.1920844},
        url = {https://doi.org/10.14778/1920841.1920844},
        year = {2011}
}

Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
945 Fast Personalized PageRank on MapReduce 2011 SIGMOD 0.00013066956
1,339 Computing Personalized PageRank Quickly by Exploiting Graph Structures 2014 VLDB 0.00011112799
1,838 Efficient Ad-hoc Search for Personalized PageRank 2013 SIGMOD 9.6436348e-05
1,944 Real-Time Twitter Recommendation: Online Motif Detection in Large Dynamic Graphs 2014 VLDB 9.4354517e-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
2,362 Incremental and Accuracy-Aware Personalized PageRank through Scheduled Approximation 2013 VLDB 8.6889619e-05
3,210 Zebra: When Temporal Graph Neural Networks Meet Temporal Personalized PageRank 2023 VLDB 7.6352864e-05
3,315 Distributed Algorithms on Exact Personalized PageRank 2017 SIGMOD 7.5274958e-05
3,828 FREDE: Anytime Graph Embeddings 2021 VLDB 7.0903874e-05
4,024 TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs 2018 SIGMOD 6.9479974e-05
4,056 A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs 2020 VLDB 6.9344762e-05
4,225 Realtime Top-k Personalized PageRank over Large Graphs on GPUs 2020 VLDB 6.821373e-05
4,686 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 6.5620646e-05
4,714 Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme 2023 SIGMOD 6.5497309e-05
5,250 Parallel Personalized PageRank on Dynamic Graphs 2018 VLDB 6.2992176e-05
5,815 Reverse Top-k Search using Random Walk with Restart 2014 VLDB 6.0777346e-05
6,261 EARLY: Efficient and Reliable Graph Neural Network for Dynamic Graphs 2023 SIGMOD 5.9366952e-05
6,446 Exact Single-Source SimRank Computation on Large Graphs 2020 SIGMOD 5.8763523e-05
6,655 Indexed Fast Network Proximity Querying 2018 VLDB 5.8125709e-05
7,255 Space-Efficient Random Walks on Streaming Graphs 2023 VLDB 5.662517e-05
8,063 Estimating Single-Node PageRank in O~(min{d_t, sqrt(m)}) Time 2023 VLDB 5.4949527e-05
8,212 PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs 2019 SIGMOD 5.4658632e-05
9,769 Efficient Index Maintenance for Effective Resistance Computation on Evolving Graphs 2025 SIGMOD 5.2209769e-05
11,190 A Lovasz-Simonovits Theorem for Hypergraphs with Application to Local Clustering 2024 SIGMOD 5.093636e-05
11,825 Parallel Graph Algorithms in Constant Adaptive Rounds: Theory meets Practice 2020 VLDB 5.093636e-05
12,304 Approximate Computation and Implicit Regularization for Very Large-scale Data Analysis 2012 PODS 5.093636e-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
1,396 Estimating PageRank on Graph Streams 2008 PODS 0.00010921308
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