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Bias in OLAP Queries: Detection, Explanation, and Removal (Or Think Twice About Your AVG-Query)

Summary: HypDB detects bias in OLAP queries via independence tests, explains the causes, and rewrites biased queries into unbiased forms. Real-data evaluations show accurate bias detection, actionable explanations, and automatic discovery of insights, including a landmark 1973 discrimination case. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h4e1b8af60a4feb85
Venue
SIGMOD
Year
2018
Pagerank
8.5605216e-05
Overall Rank
2,361 | 84.18%
DOI
10.1145/3183713.3196914

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{salimi_sigmod18,
        title = {{Bias in OLAP Queries: Detection, Explanation, and Removal (Or Think Twice About Your AVG-Query)}},
        author = {Salimi, Babak and Gehrke, Johannes and Suciu, Dan},
        series = {{SIGMOD} '18},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3183713.3196914},
        url = {https://dl.acm.org/doi/10.1145/3183713.3196914},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
804 Interventional Fairness : Causal Database Repair for Algorithmic Fairness 2019 SIGMOD 0.00013788292
1,954 Interpretable Data-Based Explanations for Fairness Debugging 2022 SIGMOD 9.2965173e-05
2,118 NL2SQL is a solved problem... Not! 2024 CIDR 9.0008935e-05
2,373 SCODED: Statistical Constraint Oriented Data Error Detection 2020 SIGMOD 8.5434538e-05
3,074 Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals 2021 SIGMOD 7.6622293e-05
3,749 Automated Feature Engineering for Algorithmic Fairness 2021 VLDB 7.0348686e-05
4,347 Query Refinement for Diversity Constraint Satisfaction 2024 VLDB 6.6380671e-05
4,577 HYPER: Hypothetical Reasoning With What-If and How-To Queries Using a Probabilistic Causal Approach 2022 SIGMOD 6.5111757e-05
6,196 Causal Data Integration 2023 VLDB 5.8366172e-05
6,450 Summarized Causal Explanations For Aggregate Views 2024 SIGMOD 5.7635046e-05
6,496 HypDB: A Demonstration of Detecting, Explaining and Resolving Bias in OLAP queries 2018 VLDB 5.7489341e-05
9,265 Causal DAG Summarization 2025 VLDB 5.1860131e-05
9,612 On Detecting Cherry-picked Generalizations 2022 VLDB 5.1376962e-05
9,990 Fair and Actionable Causal Prescription Ruleset 2025 SIGMOD 5.0845476e-05
10,250 From Logs to Causal Inference: Diagnosing Large Systems 2025 VLDB 5.0405429e-05
10,697 Causal Explanations for Disparate Trends: Where and Why? 2026 SIGMOD 4.9605343e-05
10,760 Stress-Testing Causal Claims via Cardinality Repairs 2026 SIGMOD 4.9605343e-05
10,870 Finding Non-Redundant Simpson's Paradox in Multidimensional Data 2026 VLDB 4.9605343e-05
11,061 SubCure: A System for Stress-Testing Causal Conclusions Using Cardinality Repairs 2026 VLDB 4.9605343e-05
11,211 CauSumX: Summarized Causal Explanations For Group-By-Average Queries 2025 SIGMOD 4.9605343e-05
11,415 Suna: Scalable Causal Confounder Discovery over Relational Data 2025 VLDB 4.9605343e-05
11,422 Finding Convincing Views to Endorse a Claim 2025 VLDB 4.9605343e-05
11,508 SDEcho: Efficient Explanation of Aggregated Sequence Difference 2025 VLDB 4.9605343e-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
1,864 Hypothetical Queries in an OLAP Environment 2000 VLDB 9.4653035e-05
1,953 Caravan: Provisioning for What-If Analysis 2013 CIDR 9.297314e-05
2,848 Towards Sustainable Insights or why polygamy is bad for you 2017 CIDR 7.9234942e-05
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