Social Content Matching in MapReduce
Summary: MapReduce-based social content matching to maximize consumer relevance while regulating activity (avoid overload, ensure fair supplier exposure). GreedyMR and StackMR offer provable approximations; StackMR uses polylog MapReduce steps, enabling scalable performance on large datasets with validation on real-world social-media data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 644 | Densest Subgraph in Streaming and MapReduce | 2012 | VLDB | 0.00018748988 |
| 2,674 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.3328645e-05 |
| 6,017 | A Distributed Algorithm for Large-Scale Generalized Matching | 2013 | VLDB | 5.2415551e-05 |
| 12,007 | Show Me the Money: Dynamic Recommendations for Revenue Maximization | 2014 | VLDB | 4.1945683e-05 |
| 12,064 | Mobility and Social Networking: A Data Management Perspective | 2013 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 0 of 0 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,147 | Exploiting MapReduce-based Similarity Joins | 2012 | SIGMOD | 6.4096022e-05 |
| 11,970 | Stratified-Sampling over Social Networks Using MapReduce | 2014 | SIGMOD | 4.1945683e-05 |
| 1,308 | Upper and Lower Bounds on the Cost of a Map-Reduce Computation | 2013 | VLDB | 0.00012661651 |
| 4,775 | Set Similarity Joins on MapReduce: An Experimental Survey | 2018 | VLDB | 5.9315784e-05 |
| 15 | Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters | 2007 | SIGMOD | 0.0010654262 |
| 644 | Densest Subgraph in Streaming and MapReduce | 2012 | VLDB | 0.00018748988 |
| 2,674 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.3328645e-05 |
| 3,703 | Multi-Query Optimization in MapReduce Framework | 2014 | VLDB | 6.8289978e-05 |
| 6,017 | A Distributed Algorithm for Large-Scale Generalized Matching | 2013 | VLDB | 5.2415551e-05 |
| 3,129 | Scalable Big Graph Processing in MapReduce | 2014 | SIGMOD | 7.5008242e-05 |