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)
Incoming Non-self Citations Over Time
Authors
- 1. Lu Qin (University of Technology Sydney)
- 2. Jeffrey Xu Yu (Chinese University of Hong Kong)
- 3. Lijun Chang (University of New South Wales)
- 4. Hong Cheng (Chinese University of Hong Kong)
- 5. Chengqi Zhang (University of Technology Sydney)
- 6. Xuemin Lin (East China Normal University; University of New South Wales)
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 |
|---|---|---|---|---|
| 1,442 | The More the Merrier: Efficient Multi-Source Graph Traversal | 2015 | VLDB | 0.00010639351 |
| 2,851 | Incremental Graph Computations: Doable and Undoable | 2017 | SIGMOD | 7.9419904e-05 |
| 2,869 | Hierarchical Core Maintenance on Large Dynamic Graphs | 2021 | VLDB | 7.9235321e-05 |
| 3,026 | Functional Dependencies for Graphs | 2016 | SIGMOD | 7.7387829e-05 |
| 3,755 | Parallel Algorithms for Constructing Range and Nearest-Neighbor Searching Data Structures | 2016 | PODS | 7.0452836e-05 |
| 3,921 | On Querying Connected Components in Large Temporal Graphs | 2023 | SIGMOD | 6.9237898e-05 |
| 4,988 | Ringo: Interactive Graph Analytics on Big-Memory Machines | 2015 | SIGMOD | 6.3251086e-05 |
| 8,293 | Capturing Associations in Graphs | 2020 | VLDB | 5.3612871e-05 |
| 9,309 | Revisiting Graph Analytics Benchmark | 2025 | SIGMOD | 5.1969334e-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.
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