RecBench: Benchmarks for Evaluating Performance of Recommender System Architectures
Summary: Defines RecBench benchmarks for evaluating DBMS-based vs hand-built recommender architectures. Evaluates MultiLens vs RecStore on MovieLens 10M and Netflix 100M, showing hand-built excels in model-building and pure recommendations, while DBMS-based shines in filtered/hybrid tasks. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Justin J. Levandoski (University of Minnesota)
- 2. Ahmed Eldawy (University of Minnesota)
- 3. Michael D. Ekstrand (University of Minnesota)
- 4. Mohamed F. Mokbel (University of Minnesota)
- 5. Michael J. Ludwig (University of Minnesota)
- 6. John T. Riedl (University of Minnesota)
BibTeX Citation
@article{levandoski_vldb11,
title = {{RecBench: Benchmarks for Evaluating Performance of Recommender System Architectures}},
author = {Levandoski, Justin J. and Eldawy, Ahmed and Ekstrand, Michael D. and Mokbel, Mohamed F. and Ludwig, Michael J. and Riedl, John T.},
journal = {PVLDB},
series = {{VLDB} '11},
volume = {4},
number = {11},
pages = {911--921},
doi = {10.14778/3402707.3402714},
url = {https://doi.org/10.14778/3402707.3402714},
year = {2011}
}
Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 37 | DISCOVER: Keyword Search in Relational Databases | 2002 | VLDB | 0.00048017193 |
| 45 | Benchmarking Database Systems: A Systematic Approach | 1983 | VLDB | 0.00045531113 |
| 380 | On Saying "Enough Already!" in SQL | 1997 | SIGMOD | 0.00019563191 |
| 868 | Requirements for Science Data Bases and SciDB | 2009 | CIDR | 0.00013504796 |
| 1,204 | A Comprehensive XQuery to SQL Translation using Dynamic Interval Encoding | 2003 | SIGMOD | 0.00011664562 |
| 1,744 | System RX: One Part Relational, One Part XML | 2005 | SIGMOD | 9.868841e-05 |
| 2,174 | A Methodology for Database System Performance Evaluation | 1984 | SIGMOD | 9.0245092e-05 |
| 3,048 | FlexRecs: Expressing and Combining Flexible Recommendations | 2009 | SIGMOD | 7.815276e-05 |
| 4,380 | LegoDB: Customizing Relational Storage for XML Documents | 2002 | VLDB | 6.7340205e-05 |
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