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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
7.6841028e-05
Overall Rank
3,068 | 79.39%
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
1,443 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.00010634797
2,851 Incremental Graph Computations: Doable and Undoable 2017 SIGMOD 7.9382307e-05
2,869 Hierarchical Core Maintenance on Large Dynamic Graphs 2021 VLDB 7.9197812e-05
3,027 Functional Dependencies for Graphs 2016 SIGMOD 7.7351194e-05
3,757 Parallel Algorithms for Constructing Range and Nearest-Neighbor Searching Data Structures 2016 PODS 7.0419501e-05
3,922 On Querying Connected Components in Large Temporal Graphs 2023 SIGMOD 6.9205122e-05
4,991 Ringo: Interactive Graph Analytics on Big-Memory Machines 2015 SIGMOD 6.3221162e-05
8,299 Capturing Associations in Graphs 2020 VLDB 5.3587491e-05
9,318 Revisiting Graph Analytics Benchmark 2025 SIGMOD 5.1944733e-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 0.0012087459
270 BLINKS: Ranked Keyword Searches on Graphs 2007 SIGMOD 0.00022588961
360 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00020001237
445 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00018168823
497 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017315387
561 Densest Subgraph in Streaming and MapReduce 2012 VLDB 0.00016390753
675 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB 0.00014880686
866 Processing Theta-Joins using MapReduce* 2011 SIGMOD 0.00013381756
964 Fast Personalized PageRank on MapReduce 2011 SIGMOD 0.00012814643
1,282 Automatic Optimization for MapReduce Programs 2011 VLDB 0.00011208192
1,410 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010737126
1,421 V-SMART-Join: A Scalable MapReduce Framework for All-Pair Similarity Joins of Multisets and Vectors 2012 VLDB 0.00010722146
1,546 Upper and Lower Bounds on the Cost of a Map-Reduce Computation 2013 VLDB 0.0001029751
2,175 Efficient Processing of k Nearest Neighbor Joins using MapReduce 2012 VLDB 8.918268e-05
2,527 Stubby: A Transformation-based Optimizer for MapReduce Workflows 2012 VLDB 8.3386546e-05
2,573 Minimal MapReduce Algorithms 2013 SIGMOD 8.2782871e-05
2,903 Column-Oriented Storage Techniques for MapReduce 2011 VLDB 7.877293e-05
2,932 Efficient Multi-way Theta-Join Processing Using MapReduce 2012 VLDB 7.8368679e-05
3,009 Llama: Leveraging Columnar Storage for Scalable Join Processing in the MapReduce Framework 2011 SIGMOD 7.7570485e-05
3,217 Multi-Query Optimization in MapReduce Framework 2014 VLDB 7.5199872e-05
5,278 Only Aggressive Elephants are Fast Elephants 2012 VLDB 6.1976381e-05
7,311 Optimization for iterative queries on MapReduce 2014 VLDB 5.5546605e-05
7,354 Toward a Distance Oracle for Billion-Node Graphs 2014 VLDB 5.5423491e-05
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