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 |
|---|---|---|---|---|
| 4,437 | TencentRec: Real-time Stream Recommendation in Practice | 2015 | SIGMOD | 6.1825805e-05 |
| 7,600 | Quill: Efficient, Transferable, and Rich Analytics at Scale | 2016 | VLDB | 4.697054e-05 |
| 9,468 | Serenade - Low-Latency Session-Based Recommendation in e-Commerce at Scale | 2022 | SIGMOD | 4.3307735e-05 |
| 9,761 | TeRec: A Temporal Recommender System Over Tweet Stream | 2013 | VLDB | 4.2833359e-05 |
| 11,854 | Real-time Video Recommendation Exploration | 2016 | SIGMOD | 4.1905499e-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 | 0.00072660894 |
| 433 | Flexible Time Management in Data Stream Systems | 2004 | PODS | 0.00023336894 |
| 1,141 | Consistent Streaming Through Time: A Vision for Event Stream Processing | 2007 | CIDR | 0.00013703749 |
| 2,884 | Microsoft CEP Server and Online Behavioral Targeting | 2009 | VLDB | 7.9658952e-05 |
| 5,053 | Crowds, Clouds, and Algorithms: Exploring the Human Side of "Big Data" Applications | 2010 | SIGMOD | 5.724912e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,541 | IncrCP: Decomposing and Orchestrating Incremental Checkpoints for Effective Recommendation Model Training | 2025 | VLDB | 4.1905499e-05 |
| 11,854 | Real-time Video Recommendation Exploration | 2016 | SIGMOD | 4.1905499e-05 |
| 3,804 | Group Recommendation: Semantics and Efficiency | 2009 | VLDB | 6.7487709e-05 |
| 8,290 | Modern Recommender Systems: from Computing Matrices to Thinking with Neurons | 2018 | SIGMOD | 4.5392079e-05 |
| 9,503 | Streaming Similarity Self-Join | 2016 | VLDB | 4.3300131e-05 |
| 12,219 | RecBench: Benchmarks for Evaluating Performance of Recommender System Architectures | 2011 | VLDB | 4.1905499e-05 |
| 9,761 | TeRec: A Temporal Recommender System Over Tweet Stream | 2013 | VLDB | 4.2833359e-05 |
| 2,982 | FlexRecs: Expressing and Combining Flexible Recommendations | 2009 | SIGMOD | 7.7771174e-05 |
| 9,880 | VStream: A Distributed Streaming Vector Search System | 2025 | VLDB | 4.2602815e-05 |
| 4,437 | TencentRec: Real-time Stream Recommendation in Practice | 2015 | SIGMOD | 6.1825805e-05 |