Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification
Summary: Data-management-driven evaluation of 13 fair classification approaches across correctness, fairness, efficiency, scalability, robustness, and data efficiency. Guides method choice and shows where data-management insights beat ML-only approaches. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Maliha Tashfia Islam
- 2. Anna Fariha
- 3. Alexandra Meliou
- 4. Babak Salimi
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,449 | OTClean: Data Cleaning for Conditional Independence Violations using Optimal Transport | 2024 | SIGMOD | 4.7269357e-05 |
| 7,851 | Consistent Range Approximation for Fair Predictive Modeling | 2023 | VLDB | 4.6353072e-05 |
| 9,712 | Maximizing Fair Content Spread via Edge Suggestion in Social Networks | 2022 | VLDB | 4.299267e-05 |
| 10,758 | Stress-Testing ML Pipelines with Adversarial Data Corruption | 2025 | VLDB | 4.1945683e-05 |
| 11,193 | Prerequisite-driven Fair Clustering on Heterogeneous Information Networks | 2023 | SIGMOD | 4.1945683e-05 |
| 11,219 | F3 KM: Federated, Fair, and Fast k-means | 2023 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,041 | Interventional Fairness : Causal Database Repair for Algorithmic Fairness | 2019 | SIGMOD | 0.00014482047 |
| 1,597 | Designing Fair Ranking Schemes | 2019 | SIGMOD | 0.00011209846 |
| 4,769 | Automated Feature Engineering for Algorithmic Fairness | 2021 | VLDB | 5.934329e-05 |
| 4,935 | OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning | 2021 | SIGMOD | 5.8198727e-05 |
| 5,409 | Operationalizing Individual Fairness with Pairwise Fair Representations | 2020 | VLDB | 5.5236357e-05 |
| 7,685 | Fairly Evaluating and Scoring Items in a Data Set | 2020 | VLDB | 4.6788921e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,851 | Consistent Range Approximation for Fair Predictive Modeling | 2023 | VLDB | 4.6353072e-05 |
| 13,256 | DENOUNCER: Detection of Unfairness in Classifiers | 2021 | VLDB | - |
| 6,467 | Tailoring Data Source Distributions for Fairness-aware Data Integration | 2021 | VLDB | 5.0528156e-05 |
| 5,409 | Operationalizing Individual Fairness with Pairwise Fair Representations | 2020 | VLDB | 5.5236357e-05 |
| 4,935 | OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning | 2021 | SIGMOD | 5.8198727e-05 |
| 13,292 | The Responsibility Challenge for Data | 2019 | SIGMOD | - |
| 4,769 | Automated Feature Engineering for Algorithmic Fairness | 2021 | VLDB | 5.934329e-05 |
| 1,041 | Interventional Fairness : Causal Database Repair for Algorithmic Fairness | 2019 | SIGMOD | 0.00014482047 |
| 7,602 | Causal Feature Selection for Algorithmic Fairness | 2022 | SIGMOD | 4.6988081e-05 |
| 4,018 | Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching | 2023 | VLDB | 6.5244015e-05 |