Real-time Video Recommendation Exploration
Summary: Scalable online collaborative filtering via matrix factorization with adaptive updates for implicit feedback enables real-time video recommendations. Candidate selection uses video type and time; production-ready optimizations include demographic filtering/training, with Tencent Video data validating superior performance. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Yanxiang Huang
- 2. Bin Cui
- 3. Jie Jiang
- 4. Kunqian Hong
- 5. Wenyu Zhang
- 6. Yiran Xie
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,946 | Heterogeneity-aware Distributed Parameter Servers | 2017 | SIGMOD | 9.9983926e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 287 | Storm @Twitter | 2014 | SIGMOD | 0.00028917909 |
| 1,788 | StreamRec: A Real-Time Recommender System | 2011 | SIGMOD | 0.00010541173 |
| 2,855 | Exploiting Matrix Dependency for Efficient Distributed Matrix Computation | 2015 | SIGMOD | 8.013421e-05 |
| 4,437 | TencentRec: Real-time Stream Recommendation in Practice | 2015 | SIGMOD | 6.1825805e-05 |
| 6,918 | Online Video Recommendation in Sharing Community | 2015 | SIGMOD | 4.8878659e-05 |
| 8,542 | A Temporal Context-Aware Model for User Behavior Modeling in Social Media Systems | 2014 | SIGMOD | 4.4893996e-05 |
| 9,761 | TeRec: A Temporal Recommender System Over Tweet Stream | 2013 | VLDB | 4.2833359e-05 |
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| Overall Rank | Paper | Year | Venue | Pagerank |
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| 1,788 | StreamRec: A Real-Time Recommender System | 2011 | SIGMOD | 0.00010541173 |
| 9,715 | A Personalized Recommendation System for NetEase Dating Site | 2014 | VLDB | 4.2951473e-05 |
| 3,599 | Spatial and Temporal Constrained Ranked Retrieval over Videos | 2022 | VLDB | 6.92963e-05 |
| 4,891 | Supercharging Recommender Systems using Taxonomies for Learning User Purchase Behavior | 2012 | VLDB | 5.8476762e-05 |
| 4,663 | Towards Effective Indexing for Very Large Video Sequence Database | 2005 | SIGMOD | 6.0066508e-05 |
| 8,290 | Modern Recommender Systems: from Computing Matrices to Thinking with Neurons | 2018 | SIGMOD | 4.5392079e-05 |
| 8,542 | A Temporal Context-Aware Model for User Behavior Modeling in Social Media Systems | 2014 | SIGMOD | 4.4893996e-05 |
| 9,761 | TeRec: A Temporal Recommender System Over Tweet Stream | 2013 | VLDB | 4.2833359e-05 |
| 6,918 | Online Video Recommendation in Sharing Community | 2015 | SIGMOD | 4.8878659e-05 |
| 4,437 | TencentRec: Real-time Stream Recommendation in Practice | 2015 | SIGMOD | 6.1825805e-05 |