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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
4791
Venue
SIGMOD
Year
2014
Pagerank
7.5008242e-05
Overall Rank
3,129 | 78.24%
DOI
10.1145/2588555.2593661

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank Citing Paper Year Venue Pagerank
1,665 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.00010967716
2,450 Functional Dependencies for Graphs 2016 SIGMOD 8.7882979e-05
3,321 Hierarchical Core Maintenance on Large Dynamic Graphs 2021 VLDB 7.223972e-05
3,394 Incremental Graph Computations: Doable and Undoable 2017 SIGMOD 7.1480446e-05
4,021 Parallel Algorithms for Constructing Range and Nearest-Neighbor Searching Data Structures 2016 PODS 6.5225987e-05
4,798 Ringo: Interactive Graph Analytics on Big-Memory Machines 2015 SIGMOD 5.9121709e-05
4,970 On Querying Connected Components in Large Temporal Graphs 2023 SIGMOD 5.7945079e-05
8,211 Capturing Associations in Graphs 2020 VLDB 4.5581054e-05
9,477 Revisiting Graph Analytics Benchmark 2025 SIGMOD 4.3341665e-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
4 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0019005923
301 BLINKS: Ranked Keyword Searches on Graphs 2007 SIGMOD 0.00028370644
447 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00022900171
558 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00020168032
574 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00019883211
644 Densest Subgraph in Streaming and MapReduce 2012 VLDB 0.00018748988
794 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB 0.00016605103
886 Fast Personalized PageRank on MapReduce 2011 SIGMOD 0.00015597161
1,074 Processing Theta-Joins using MapReduce* 2011 SIGMOD 0.00014260096
1,280 Automatic Optimization for MapReduce Programs 2011 VLDB 0.0001285503
1,308 Upper and Lower Bounds on the Cost of a Map-Reduce Computation 2013 VLDB 0.00012661651
1,675 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010947606
1,715 V-SMART-Join: A Scalable MapReduce Framework for All-Pair Similarity Joins of Multisets and Vectors 2012 VLDB 0.00010803271
1,931 Efficient Processing of k Nearest Neighbor Joins using MapReduce 2012 VLDB 0.00010040427
2,674 Minimal MapReduce Algorithms 2013 SIGMOD 8.3328645e-05
2,747 Stubby: A Transformation-based Optimizer for MapReduce Workflows 2012 VLDB 8.1828918e-05
3,062 Efficient Multi-way Theta-Join Processing Using MapReduce 2012 VLDB 7.6343994e-05
3,115 Llama: Leveraging Columnar Storage for Scalable Join Processing in the MapReduce Framework 2011 SIGMOD 7.543505e-05
3,208 Column-Oriented Storage Techniques for MapReduce 2011 VLDB 7.3781897e-05
3,703 Multi-Query Optimization in MapReduce Framework 2014 VLDB 6.8289978e-05
5,105 Only Aggressive Elephants are Fast Elephants 2012 VLDB 5.694494e-05
7,236 Toward a Distance Oracle for Billion-Node Graphs 2014 VLDB 4.7932355e-05
7,294 Optimization for iterative queries on MapReduce 2014 VLDB 4.773119e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
7,687 Experimental Analysis of Distributed Graph Systems 2018 VLDB 4.677974e-05
15 Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters 2007 SIGMOD 0.0010654262
2,927 Pregel Algorithms for Graph Connectivity Problems with Performance Guarantees 2014 VLDB 7.8823626e-05
3,703 Multi-Query Optimization in MapReduce Framework 2014 VLDB 6.8289978e-05
1,615 The Performance of MapReduce: An In-depth Study 2010 VLDB 0.00011132319
2,674 Minimal MapReduce Algorithms 2013 SIGMOD 8.3328645e-05
1,953 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 9.9665955e-05
1,877 Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation 2015 VLDB 0.00010236803
11,630 Parallel Graph Algorithms in Constant Adaptive Rounds: Theory meets Practice 2020 VLDB 4.1945683e-05
2,162 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 9.3964337e-05