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 (Peking University; Tencent)
- 2. Bin Cui (Peking University)
- 3. Jie Jiang (Tencent)
- 4. Kunqian Hong (Tencent)
- 5. Wenyu Zhang (Tencent)
- 6. Yiran Xie (Peking University)
BibTeX Citation
@inproceedings{huang_sigmod16,
title = {{Real-time Video Recommendation Exploration}},
author = {Huang, Yanxiang and Cui, Bin and Jiang, Jie and Hong, Kunqian and Zhang, Wenyu and Xie, Yiran},
series = {{SIGMOD} '16},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2882903.2903743},
url = {https://dl.acm.org/doi/10.1145/2882903.2903743},
year = {2016}
}Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,162 | Heterogeneity-aware Distributed Parameter Servers | 2017 | SIGMOD | 9.0581831e-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 |
|---|---|---|---|---|
| 220 | Storm @Twitter | 2014 | SIGMOD | 0.00024244587 |
| 2,681 | Exploiting Matrix Dependency for Efficient Distributed Matrix Computation | 2015 | SIGMOD | 8.2632778e-05 |
| 2,929 | StreamRec: A Real-Time Recommender System | 2011 | SIGMOD | 7.9525409e-05 |
| 4,529 | TencentRec: Real-time Stream Recommendation in Practice | 2015 | SIGMOD | 6.6446748e-05 |
| 7,519 | Online Video Recommendation in Sharing Community | 2015 | SIGMOD | 5.6029996e-05 |
| 8,748 | A Temporal Context-Aware Model for User Behavior Modeling in Social Media Systems | 2014 | SIGMOD | 5.3766157e-05 |
| 9,888 | TeRec: A Temporal Recommender System Over Tweet Stream | 2013 | VLDB | 5.2004234e-05 |
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