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Fast Incremental and Personalized PageRank

Summary: Fast incremental Monte Carlo PageRank and SALSA for dynamic social graphs in distributed memory, with amortized O(n ln m / ε^2) to maintain global PageRank under edge arrivals and deletions. For personalized PageRank, store R walks per node to estimate top-k with O(k / R^{(1-α)/α}) DB calls, validated on Twitter for real-time queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10247
Venue
VLDB
Year
2011
Pagerank
0.00022068545
Overall Rank
486 | 96.63%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
886 Fast Personalized PageRank on MapReduce 2011 SIGMOD 0.00015597161
1,821 Computing Personalized PageRank Quickly by Exploiting Graph Structures 2014 VLDB 0.00010423565
2,098 Efficient Ad-hoc Search for Personalized PageRank 2013 SIGMOD 9.5480012e-05
2,228 Real-Time Twitter Recommendation: Online Motif Detection in Large Dynamic Graphs 2014 VLDB 9.2385241e-05
2,537 BePI: Fast and Memory-Efficient Method for Billion-Scale Random Walk with Restart 2017 SIGMOD 8.5834428e-05
2,780 Incremental and Accuracy-Aware Personalized PageRank through Scheduled Approximation 2013 VLDB 8.1317773e-05
2,827 Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push 2021 SIGMOD 8.0551884e-05
3,503 FREDE: Anytime Graph Embeddings 2021 VLDB 7.0355661e-05
3,709 Zebra: When Temporal Graph Neural Networks Meet Temporal Personalized PageRank 2023 VLDB 6.8242482e-05
3,872 Distributed Algorithms on Exact Personalized PageRank 2017 SIGMOD 6.6785582e-05
3,915 A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs 2020 VLDB 6.6332294e-05
4,671 Realtime Top-k Personalized PageRank over Large Graphs on GPUs 2020 VLDB 6.0085645e-05
4,733 TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs 2018 SIGMOD 5.9631943e-05
5,211 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 5.6284829e-05
5,655 Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme 2023 SIGMOD 5.387631e-05
5,680 Parallel Personalized PageRank on Dynamic Graphs 2018 VLDB 5.3734643e-05
5,946 Reverse Top-k Search using Random Walk with Restart 2014 VLDB 5.2616887e-05
6,485 EARLY: Efficient and Reliable Graph Neural Network for Dynamic Graphs 2023 SIGMOD 5.0453531e-05
6,865 Indexed Fast Network Proximity Querying 2018 VLDB 4.9041884e-05
7,212 Space-Efficient Random Walks on Streaming Graphs 2023 VLDB 4.7989929e-05
7,590 Exact Single-Source SimRank Computation on Large Graphs 2020 SIGMOD 4.7029681e-05
8,236 PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs 2019 SIGMOD 4.553296e-05
9,328 Estimating Single-Node PageRank in O~(min{d_t, sqrt(m)}) Time 2023 VLDB 4.3556432e-05
9,642 Efficient Index Maintenance for Effective Resistance Computation on Evolving Graphs 2025 SIGMOD 4.3109001e-05
10,977 A Lovasz-Simonovits Theorem for Hypergraphs with Application to Local Clustering 2024 SIGMOD 4.1945683e-05
11,630 Parallel Graph Algorithms in Constant Adaptive Rounds: Theory meets Practice 2020 VLDB 4.1945683e-05
12,107 Approximate Computation and Implicit Regularization for Very Large-scale Data Analysis 2012 PODS 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
595 Estimating PageRank on Graph Streams 2008 PODS 0.00019507721
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