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Scalable Big Graph Processing in MapReduce

Summary: Scalable Graph Processing Class (SGC) for MapReduce, relaxing MMC constraints with EN/NE join operators for scalable big-graph workflows. CC and MSF run in O(log n) rounds with O(n+m) per-round communication and constant per-machine memory; validated on Twitter-2010 and Friendster. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h7839136e7329ced5
Venue
SIGMOD
Year
2014
Pagerank
7.6670408e-05
Overall Rank
3,071 | 79.42%
DOI
10.1145/2588555.2593661

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{qin_sigmod14,
        title = {{Scalable Big Graph Processing in MapReduce}},
        author = {Qin, Lu and Yu, Jeffrey Xu and Chang, Lijun and Cheng, Hong and Zhang, Chengqi and Lin, Xuemin},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2593661},
        url = {https://dl.acm.org/doi/10.1145/2588555.2593661},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank Citing Paper Year Venue Pagerank
1,446 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.00010606126
2,854 Incremental Graph Computations: Doable and Undoable 2017 SIGMOD 7.9179612e-05
2,873 Hierarchical Core Maintenance on Large Dynamic Graphs 2021 VLDB 7.9005874e-05
2,894 Functional Dependencies for Graphs 2016 SIGMOD 7.8870146e-05
3,761 Parallel Algorithms for Constructing Range and Nearest-Neighbor Searching Data Structures 2016 PODS 7.0186907e-05
3,928 On Querying Connected Components in Large Temporal Graphs 2023 SIGMOD 6.9013791e-05
5,015 Ringo: Interactive Graph Analytics on Big-Memory Machines 2015 SIGMOD 6.3012174e-05
8,313 Capturing Associations in Graphs 2020 VLDB 5.3410298e-05
9,343 Revisiting Graph Analytics Benchmark 2025 SIGMOD 5.1772971e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

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

Rank Cited Paper Year Venue Pagerank
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012089097
272 BLINKS: Ranked Keyword Searches on Graphs 2007 SIGMOD 0.00022559588
359 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00019963275
446 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00018135272
486 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017462718
560 Densest Subgraph in Streaming and MapReduce 2012 VLDB 0.00016408664
677 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB 0.00014835154
867 Processing Theta-Joins using MapReduce* 2011 SIGMOD 0.00013342302
963 Fast Personalized PageRank on MapReduce 2011 SIGMOD 0.00012805146
1,286 Automatic Optimization for MapReduce Programs 2011 VLDB 0.00011187304
1,417 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010706533
1,424 V-SMART-Join: A Scalable MapReduce Framework for All-Pair Similarity Joins of Multisets and Vectors 2012 VLDB 0.00010694144
1,547 Upper and Lower Bounds on the Cost of a Map-Reduce Computation 2013 VLDB 0.00010268377
2,183 Efficient Processing of k Nearest Neighbor Joins using MapReduce 2012 VLDB 8.8973287e-05
2,532 Stubby: A Transformation-based Optimizer for MapReduce Workflows 2012 VLDB 8.3132509e-05
2,561 Minimal MapReduce Algorithms 2013 SIGMOD 8.2743492e-05
2,918 Column-Oriented Storage Techniques for MapReduce 2011 VLDB 7.8517976e-05
2,944 Efficient Multi-way Theta-Join Processing Using MapReduce 2012 VLDB 7.8126906e-05
3,017 Llama: Leveraging Columnar Storage for Scalable Join Processing in the MapReduce Framework 2011 SIGMOD 7.7319353e-05
3,228 Multi-Query Optimization in MapReduce Framework 2014 VLDB 7.4957341e-05
5,297 Only Aggressive Elephants are Fast Elephants 2012 VLDB 6.1773472e-05
7,329 Optimization for iterative queries on MapReduce 2014 VLDB 5.5364687e-05
7,375 Toward a Distance Oracle for Billion-Node Graphs 2014 VLDB 5.5241896e-05
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