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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
h9bc60e99d095001e
Venue
SIGMOD
Year
2011
Pagerank
0.00012820478
Overall Rank
962 | 93.54%
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 0.00019884846
1,009 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00012539827
1,860 Efficient Ad-hoc Search for Personalized PageRank 2013 SIGMOD 9.4876834e-05
2,102 BePI: Fast and Memory-Efficient Method for Billion-Scale Random Walk with Restart 2017 SIGMOD 9.0463758e-05
2,128 Scalable K-Means++ 2012 VLDB 8.9964096e-05
2,183 Unifying the Global and Local Approaches: An Efficient Power Iteration with Forward Push 2021 SIGMOD 8.8962182e-05
2,258 HubPPR: Effective Indexing for Approximate Personalized PageRank 2017 VLDB 8.7385422e-05
2,393 Incremental and Accuracy-Aware Personalized PageRank through Scheduled Approximation 2013 VLDB 8.5321273e-05
2,573 Minimal MapReduce Algorithms 2013 SIGMOD 8.2821647e-05
3,066 Scalable Big Graph Processing in MapReduce 2014 SIGMOD 7.6877117e-05
3,266 Distributed Algorithms on Exact Personalized PageRank 2017 SIGMOD 7.4775e-05
3,653 Realtime Top-k Personalized PageRank over Large Graphs on GPUs 2020 VLDB 7.1288161e-05
3,977 Massively Parallel Algorithms for Personalized PageRank 2021 VLDB 6.8850687e-05
4,101 TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs 2018 SIGMOD 6.8073016e-05
4,177 GraphJet: Real-Time Content Recommendations at Twitter 2016 VLDB 6.757191e-05
4,649 On the Embeddability of Random Walk Distances 2013 VLDB 6.4863785e-05
5,101 Relational Approach for Shortest Path Discovery over Large Graphs 2012 VLDB 6.2732849e-05
5,300 Parallel Personalized PageRank on Dynamic Graphs 2018 VLDB 6.1896851e-05
5,859 Efficient Algorithms for Finding Approximate Heavy Hitters in Personalized PageRanks 2018 SIGMOD 5.9682458e-05
6,324 EARLY: Efficient and Reliable Graph Neural Network for Dynamic Graphs 2023 SIGMOD 5.8137796e-05
9,558 Efficient and Accurate PageRank Approximation on Large Graphs 2024 SIGMOD 5.1571823e-05
12,595 Approximate Computation and Implicit Regularization for Very Large-scale Data Analysis 2012 PODS 4.9793485e-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 0.001052036
30 SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets 2008 VLDB 0.00050495102
75 Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters 2007 SIGMOD 0.0003704106
556 Fast Incremental and Personalized PageRank 2011 VLDB 0.00016500392
1,415 Estimating PageRank on Graph Streams 2008 PODS 0.00010737378
2,668 Combating Web Spam with TrustRank 2004 VLDB 8.1549459e-05
Previous Page 1 / 1 Next

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