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Fast Personalized PageRank on MapReduce

Summary: Fast MapReduce Monte Carlo approach for all-nodes personalized PageRank via a single random walk of fixed length lambda from each node. It claims optimal MapReduce iterations, with superior I/O, and reports speedups versus prior methods on real data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4509
Venue
SIGMOD
Year
2011
Pagerank
0.00013066956
Overall Rank
945 | 93.52%
DOI
10.1145/1989323.1989425

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{bahmani_sigmod11,
        title = {{Fast Personalized PageRank on MapReduce}},
        author = {Bahmani, Bahman and Chakrabarti, Kaushik and Xin, Dong},
        series = {{SIGMOD} '11},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1989323.1989425},
        url = {https://dl.acm.org/doi/10.1145/1989323.1989425},
        year = {2011}
}

Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019979463
993 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00012789598
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
2,085 Scalable K-Means++ 2012 VLDB 9.1943614e-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
2,539 Minimal MapReduce Algorithms 2013 SIGMOD 8.4526595e-05
3,008 Scalable Big Graph Processing in MapReduce 2014 SIGMOD 7.8578871e-05
3,315 Distributed Algorithms on Exact Personalized PageRank 2017 SIGMOD 7.5274958e-05
3,892 Massively Parallel Algorithms for Personalized PageRank 2021 VLDB 7.0430255e-05
4,024 TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs 2018 SIGMOD 6.9479974e-05
4,225 Realtime Top-k Personalized PageRank over Large Graphs on GPUs 2020 VLDB 6.821373e-05
4,254 GraphJet: Real-Time Content Recommendations at Twitter 2016 VLDB 6.8024576e-05
4,572 On the Embeddability of Random Walk Distances 2013 VLDB 6.62325e-05
4,977 Relational Approach for Shortest Path Discovery over Large Graphs 2012 VLDB 6.4166233e-05
5,250 Parallel Personalized PageRank on Dynamic Graphs 2018 VLDB 6.2992176e-05
5,741 Efficient Algorithms for Finding Approximate Heavy Hitters in Personalized PageRanks 2018 SIGMOD 6.1029326e-05
6,261 EARLY: Efficient and Reliable Graph Neural Network for Dynamic Graphs 2023 SIGMOD 5.9366952e-05
9,373 Efficient and Accurate PageRank Approximation on Large Graphs 2024 SIGMOD 5.2755515e-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 6 of 6 cited papers.

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

Rank Cited Paper Year Venue Pagerank
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0010686205
30 SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets 2008 VLDB 0.00051174276
72 Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters 2007 SIGMOD 0.00037695852
556 Fast Incremental and Personalized PageRank 2011 VLDB 0.00016564032
1,396 Estimating PageRank on Graph Streams 2008 PODS 0.00010921308
2,618 Combating Web Spam with TrustRank 2004 VLDB 8.3380047e-05
Previous Page 1 / 1 Next

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