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 |
|---|---|---|---|---|
| 645 | Densest Subgraph in Streaming and MapReduce | 2012 | VLDB | 0.00018727714 |
| 2,714 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.2426646e-05 |
| 6,021 | A Distributed Algorithm for Large-Scale Generalized Matching | 2013 | VLDB | 5.2365238e-05 |
| 12,015 | Show Me the Money: Dynamic Recommendations for Revenue Maximization | 2014 | VLDB | 4.1905499e-05 |
| 12,072 | Mobility and Social Networking: A Data Management Perspective | 2013 | VLDB | 4.1905499e-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 |
|---|---|---|---|---|
| 947 | MRShare: Sharing Across Multiple Queries in MapReduce | 2010 | VLDB | 0.00015112344 |
| 11,978 | Stratified-Sampling over Social Networks Using MapReduce | 2014 | SIGMOD | 4.1905499e-05 |
| 1,312 | Upper and Lower Bounds on the Cost of a Map-Reduce Computation | 2013 | VLDB | 0.00012650678 |
| 4,752 | Set Similarity Joins on MapReduce: An Experimental Survey | 2018 | VLDB | 5.9396804e-05 |
| 15 | Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters | 2007 | SIGMOD | 0.0010668335 |
| 645 | Densest Subgraph in Streaming and MapReduce | 2012 | VLDB | 0.00018727714 |
| 2,714 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.2426646e-05 |
| 3,709 | Multi-Query Optimization in MapReduce Framework | 2014 | VLDB | 6.8211506e-05 |
| 6,021 | A Distributed Algorithm for Large-Scale Generalized Matching | 2013 | VLDB | 5.2365238e-05 |
| 3,188 | Scalable Big Graph Processing in MapReduce | 2014 | SIGMOD | 7.4142307e-05 |