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Exploring Ratings in Subjective Databases

Summary: Subjective Data Exploration (SDE): joint exploration of items, people, and opinions via rating maps. Pruning via confidence intervals and multi-armed bandits tames large search space; experiments on data and humans validate SDE's need and performance. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6212
Venue
SIGMOD
Year
2021
Pagerank
5.093636e-05
Overall Rank
11,672 | 19.92%
DOI
10.1145/3448016.3457259

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

BibTeX Citation

@inproceedings{ameryahia_sigmod21,
        title = {{Exploring Ratings in Subjective Databases}},
        author = {Amer-Yahia, Sihem and Milo, Tova and Youngmann, Brit},
        series = {{SIGMOD} '21},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3448016.3457259},
        url = {https://dl.acm.org/doi/10.1145/3448016.3457259},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
7,003 Guided Exploration of Data Summaries 2022 VLDB 5.7278883e-05
10,313 Differentially Private Explanations for Clusters 2026 SIGMOD 5.093636e-05
11,592 EDA4SUM: Guided Exploration of Data Summaries 2022 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
410 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.0001890421
700 Explaining differences in multidimensional aggregates 1999 VLDB 0.00014871032
858 Interpretable and Informative Explanations of Outcomes 2015 VLDB 0.0001356511
986 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.0001281777
1,454 Diversifying Top-K Results 2012 VLDB 0.00010739504
1,634 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 0.00010163938
1,636 Relaxing Join and Selection Queries 2006 VLDB 0.00010156479
1,767 IDEBench: A Benchmark for Interactive Data Exploration 2020 SIGMOD 9.805856e-05
2,058 Automatically Generating Data Exploration Sessions Using Deep Reinforcement Learning 2020 SIGMOD 9.2480248e-05
2,259 Top-k Bounded Diversification 2012 SIGMOD 8.8529269e-05
2,993 MRI: Meaningful Interpretations of Collaborative Ratings 2011 VLDB 7.8804914e-05
3,930 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 7.0102082e-05
4,420 Optimization for Active Learning-based Interactive Database Exploration 2019 VLDB 6.7132724e-05
4,631 Interactive Summarization and Exploration of Top Aggregate Query Answers 2018 VLDB 6.595034e-05
4,758 Constructing and Exploring Composite Items 2010 SIGMOD 6.521122e-05
6,039 Guided Exploration of User Groups 2020 VLDB 5.9990875e-05
7,697 Subjective Databases 2019 VLDB 5.5659533e-05
Previous Page 1 / 1 Next

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