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Distributed Algorithms on Exact Personalized PageRank

Summary: Exact PPV via distributed graph partitioning on a coordinator-based, share-nothing platform; one query-time communication round. Load-balanced, bounded communication and computation enable scalable, exact PPV on large graphs, validated on five real datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5286
Venue
SIGMOD
Year
2017
Pagerank
6.6785582e-05
Overall Rank
3,872 | 73.07%
DOI
10.1145/3035918.3035920

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank Citing Paper Year Venue Pagerank
2,827 Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push 2021 SIGMOD 8.0551884e-05
4,562 Massively Parallel Algorithms for Personalized PageRank 2021 VLDB 6.0846728e-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
5,655 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
6,309 Efficient Algorithms for Finding Approximate Heavy Hitters in Personalized PageRanks 2018 SIGMOD 5.1167347e-05
9,325 Efficient Personalized PageRank Computation: The Power of Variance-Reduced Monte Carlo Approaches 2023 SIGMOD 4.3556432e-05
10,666 LEGO-GraphRAG: Modularizing Graph-based Retrieval-Augmented Generation for Design Space Exploration 2025 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Rank Cited Paper Year Venue Pagerank
4 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0019005923
320 ObjectRank: Authority-Based Keyword Search in Databases 2004 VLDB 0.00027577867
486 Fast Incremental and Personalized PageRank 2011 VLDB 0.00022068545
756 Accuracy Estimate and Optimization Techniques for SimRank Computation 2008 VLDB 0.00017088023
886 Fast Personalized PageRank on MapReduce 2011 SIGMOD 0.00015597161
917 Simrank++: Query Rewriting through Link Analysis of the Click Graph 2008 VLDB 0.00015370124
1,171 Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs 2014 VLDB 0.00013511313
1,641 Fast and Exact Top-k Search for Random Walk with Restart 2012 VLDB 0.00011047924
1,821 Computing Personalized PageRank Quickly by Exploiting Graph Structures 2014 VLDB 0.00010423565
1,920 Fast and Unified Local Search for Random Walk Based K-Nearest-Neighbor Query in Large Graphs 2014 SIGMOD 0.00010090791
2,098 Efficient Ad-hoc Search for Personalized PageRank 2013 SIGMOD 9.5480012e-05
2,210 BEAR: Block Elimination Approach for Random Walk with Restart on Large Graphs 2015 SIGMOD 9.2856573e-05
2,780 Incremental and Accuracy-Aware Personalized PageRank through Scheduled Approximation 2013 VLDB 8.1317773e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
2,098 Efficient Ad-hoc Search for Personalized PageRank 2013 SIGMOD 9.5480012e-05
2,539 Computing PageRank in a Distributed Internet Search System 2004 VLDB 8.5820857e-05
4,671 Realtime Top-k Personalized PageRank over Large Graphs on GPUs 2020 VLDB 6.0085645e-05
1,821 Computing Personalized PageRank Quickly by Exploiting Graph Structures 2014 VLDB 0.00010423565
7,767 Efficient and Decentralized PageRank Approximation in a Peer-to-Peer Web Search Network 2006 VLDB 4.6563056e-05
7,086 Efficient Personalized PageRank Computation: A Spanning Forests Sampling Based Approach 2022 SIGMOD 4.8381004e-05
886 Fast Personalized PageRank on MapReduce 2011 SIGMOD 0.00015597161
4,562 Massively Parallel Algorithms for Personalized PageRank 2021 VLDB 6.0846728e-05
5,680 Parallel Personalized PageRank on Dynamic Graphs 2018 VLDB 5.3734643e-05
2,780 Incremental and Accuracy-Aware Personalized PageRank through Scheduled Approximation 2013 VLDB 8.1317773e-05