StreamRec: A Real-Time Recommender System
Summary: StreamRec models recommendations as a CEP streaming pipeline with incremental updates and a single parallel stream query for real-time ranking. Push/pull requests; update and recommend streams; decay for freshness; implemented on Microsoft StreamInsight. (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 |
|---|---|---|---|---|
| 4,439 | TencentRec: Real-time Stream Recommendation in Practice | 2015 | SIGMOD | 6.1885354e-05 |
| 7,599 | Quill: Efficient, Transferable, and Rich Analytics at Scale | 2016 | VLDB | 4.7003593e-05 |
| 9,466 | Serenade - Low-Latency Session-Based Recommendation in e-Commerce at Scale | 2022 | SIGMOD | 4.3349007e-05 |
| 9,759 | TeRec: A Temporal Recommender System Over Tweet Stream | 2013 | VLDB | 4.2874442e-05 |
| 11,846 | Real-time Video Recommendation Exploration | 2016 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 43 | Models and Issues in Data Stream Systems | 2002 | PODS | 0.00072723062 |
| 432 | Flexible Time Management in Data Stream Systems | 2004 | PODS | 0.00023368424 |
| 1,141 | Consistent Streaming Through Time: A Vision for Event Stream Processing | 2007 | CIDR | 0.00013717279 |
| 2,879 | Microsoft CEP Server and Online Behavioral Targeting | 2009 | VLDB | 7.9695819e-05 |
| 5,056 | Crowds, Clouds, and Algorithms: Exploring the Human Side of "Big Data" Applications | 2010 | SIGMOD | 5.73044e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,532 | IncrCP: Decomposing and Orchestrating Incremental Checkpoints for Effective Recommendation Model Training | 2025 | VLDB | 4.1945683e-05 |
| 11,846 | Real-time Video Recommendation Exploration | 2016 | SIGMOD | 4.1945683e-05 |
| 3,802 | Group Recommendation: Semantics and Efficiency | 2009 | VLDB | 6.7552492e-05 |
| 8,296 | Modern Recommender Systems: from Computing Matrices to Thinking with Neurons | 2018 | SIGMOD | 4.5435639e-05 |
| 9,502 | Streaming Similarity Self-Join | 2016 | VLDB | 4.3341665e-05 |
| 12,211 | RecBench: Benchmarks for Evaluating Performance of Recommender System Architectures | 2011 | VLDB | 4.1945683e-05 |
| 9,759 | TeRec: A Temporal Recommender System Over Tweet Stream | 2013 | VLDB | 4.2874442e-05 |
| 2,979 | FlexRecs: Expressing and Combining Flexible Recommendations | 2009 | SIGMOD | 7.7844948e-05 |
| 9,881 | VStream: A Distributed Streaming Vector Search System | 2025 | VLDB | 4.2643674e-05 |
| 4,439 | TencentRec: Real-time Stream Recommendation in Practice | 2015 | SIGMOD | 6.1885354e-05 |