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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
4853
Venue
SIGMOD
Year
2014
Pagerank
7.8578871e-05
Overall Rank
3,008 | 79.37%
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.

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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 0.0012250108
272 BLINKS: Ranked Keyword Searches on Graphs 2007 SIGMOD 0.00022695855
356 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00020303289
436 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00018504439
487 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017645653
564 Densest Subgraph in Streaming and MapReduce 2012 VLDB 0.00016485347
660 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB 0.00015198804
843 Processing Theta-Joins using MapReduce* 2011 SIGMOD 0.00013666161
945 Fast Personalized PageRank on MapReduce 2011 SIGMOD 0.00013066956
1,257 Automatic Optimization for MapReduce Programs 2011 VLDB 0.000114432
1,387 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010949523
1,415 V-SMART-Join: A Scalable MapReduce Framework for All-Pair Similarity Joins of Multisets and Vectors 2012 VLDB 0.00010840141
1,514 Upper and Lower Bounds on the Cost of a Map-Reduce Computation 2013 VLDB 0.00010527649
2,137 Efficient Processing of k Nearest Neighbor Joins using MapReduce 2012 VLDB 9.110238e-05
2,486 Stubby: A Transformation-based Optimizer for MapReduce Workflows 2012 VLDB 8.5143189e-05
2,539 Minimal MapReduce Algorithms 2013 SIGMOD 8.4526595e-05
2,849 Column-Oriented Storage Techniques for MapReduce 2011 VLDB 8.053191e-05
2,887 Efficient Multi-way Theta-Join Processing Using MapReduce 2012 VLDB 7.9952432e-05
2,942 Llama: Leveraging Columnar Storage for Scalable Join Processing in the MapReduce Framework 2011 SIGMOD 7.9358593e-05
3,163 Multi-Query Optimization in MapReduce Framework 2014 VLDB 7.6784171e-05
5,156 Only Aggressive Elephants are Fast Elephants 2012 VLDB 6.3410921e-05
7,168 Optimization for iterative queries on MapReduce 2014 VLDB 5.6841364e-05
7,211 Toward a Distance Oracle for Billion-Node Graphs 2014 VLDB 5.6719349e-05
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