TencentRec: Real-time Stream Recommendation in Practice
Summary: Real-time stream recommender built on Storm for big data, real-time updates, and accuracy in production apps. Introduces scalable, incremental item-based CF robust to implicit feedback with real-time pruning; end-to-end data/system pipeline deployed to handle 10B daily requests. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yanxiang Huang (Peking University)
- 2. Bin Cui (Peking University)
- 3. Wenyu Zhang (Tencent)
- 4. Jie Jiang (Tencent)
- 5. Ying Xu (Peking University)
BibTeX Citation
@inproceedings{huang_sigmod15,
title = {{TencentRec: Real-time Stream Recommendation in Practice}},
author = {Huang, Yanxiang and Cui, Bin and Zhang, Wenyu and Jiang, Jie and Xu, Ying},
series = {{SIGMOD} '15},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2723372.2724785},
url = {https://dl.acm.org/doi/10.1145/2723372.2724785},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,221 | Camel: Managing Data for Efficient Stream Learning | 2022 | SIGMOD | 7.6271601e-05 |
| 4,083 | SketchML: Accelerating Distributed Machine Learning with Data Sketches | 2018 | SIGMOD | 6.9160949e-05 |
| 7,747 | Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries | 2024 | SIGMOD | 5.5529458e-05 |
| 7,925 | Heterogeneous Recommendations: What You Might Like To Read After Watching Interstellar | 2017 | VLDB | 5.5181056e-05 |
| 9,527 | Serenade - Low-Latency Session-Based Recommendation in e-Commerce at Scale | 2022 | SIGMOD | 5.2550158e-05 |
| 9,738 | GeaFlow: A Graph Extended and Accelerated Dataflow System | 2023 | SIGMOD | 5.227679e-05 |
| 12,047 | Real-time Video Recommendation Exploration | 2016 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,929 | StreamRec: A Real-Time Recommender System | 2011 | SIGMOD | 7.9525409e-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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