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 | 4.7224022e-05 |
| 7,853 | Consistent Range Approximation for Fair Predictive Modeling | 2023 | VLDB | 4.6308623e-05 |
| 9,711 | Maximizing Fair Content Spread via Edge Suggestion in Social Networks | 2022 | VLDB | 4.2951473e-05 |
| 10,764 | Stress-Testing ML Pipelines with Adversarial Data Corruption | 2025 | VLDB | 4.1905499e-05 |
| 11,195 | Prerequisite-driven Fair Clustering on Heterogeneous Information Networks | 2023 | SIGMOD | 4.1905499e-05 |
| 11,221 | F3 KM: Federated, Fair, and Fast k-means | 2023 | SIGMOD | 4.1905499e-05 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 1,037 | Interventional Fairness : Causal Database Repair for Algorithmic Fairness | 2019 | SIGMOD | 0.00014514825 |
| 1,577 | Designing Fair Ranking Schemes | 2019 | SIGMOD | 0.00011276814 |
| 4,761 | Automated Feature Engineering for Algorithmic Fairness | 2021 | VLDB | 5.9341687e-05 |
| 4,866 | OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning | 2021 | SIGMOD | 5.8620848e-05 |
| 5,407 | Operationalizing Individual Fairness with Pairwise Fair Representations | 2020 | VLDB | 5.523874e-05 |
| 7,665 | Fairly Evaluating and Scoring Items in a Data Set | 2020 | VLDB | 4.6799478e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,853 | Consistent Range Approximation for Fair Predictive Modeling | 2023 | VLDB | 4.6308623e-05 |
| 13,269 | DENOUNCER: Detection of Unfairness in Classifiers | 2021 | VLDB | - |
| 6,462 | Tailoring Data Source Distributions for Fairness-aware Data Integration | 2021 | VLDB | 5.0479645e-05 |
| 5,407 | Operationalizing Individual Fairness with Pairwise Fair Representations | 2020 | VLDB | 5.523874e-05 |
| 4,866 | OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning | 2021 | SIGMOD | 5.8620848e-05 |
| 13,305 | The Responsibility Challenge for Data | 2019 | SIGMOD | - |
| 4,761 | Automated Feature Engineering for Algorithmic Fairness | 2021 | VLDB | 5.9341687e-05 |
| 1,037 | Interventional Fairness : Causal Database Repair for Algorithmic Fairness | 2019 | SIGMOD | 0.00014514825 |
| 7,605 | Causal Feature Selection for Algorithmic Fairness | 2022 | SIGMOD | 4.6943015e-05 |
| 4,023 | Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching | 2023 | VLDB | 6.5181292e-05 |