Fairly Evaluating and Scoring Items in a Data Set
Summary: Tutorial on fairness-aware scoring of items, presenting a framework for responsible, bias-conscious evaluation. Relates fair scoring to core data-management tasks (classification, ranking, quality) and offers techniques aligned with DB principles. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,018 | Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching | 2023 | VLDB | 6.5244015e-05 |
| 5,976 | Responsible Data Integration: Next-generation Challenges | 2022 | SIGMOD | 5.245976e-05 |
| 6,467 | Tailoring Data Source Distributions for Fairness-aware Data Integration | 2021 | VLDB | 5.0528156e-05 |
| 6,892 | Identifying Insufficient Data Coverage for Ordinal Continuous-Valued Attributes | 2021 | SIGMOD | 4.8925683e-05 |
| 7,046 | Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification | 2022 | SIGMOD | 4.8525913e-05 |
| 9,712 | Maximizing Fair Content Spread via Edge Suggestion in Social Networks | 2022 | VLDB | 4.299267e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 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 |
| 2,259 | MithraCoverage: A System for Investigating Population Bias for Intersectional Fairness | 2020 | SIGMOD | 9.167331e-05 |
| 3,686 | On Detecting Cherry-picked Trendlines | 2020 | VLDB | 6.84423e-05 |
| 5,555 | On Obtaining Stable Rankings | 2019 | VLDB | 5.4386174e-05 |
| 7,714 | Identifying Insufficient Data Coverage in Databases with Multiple Relations | 2020 | VLDB | 4.6700455e-05 |
| 13,297 | MithraRanking: A System for Responsible Ranking Design | 2019 | SIGMOD | - |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,976 | Responsible Data Integration: Next-generation Challenges | 2022 | SIGMOD | 5.245976e-05 |
| 13,292 | The Responsibility Challenge for Data | 2019 | SIGMOD | - |
| 1,532 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011472681 |
| 9,064 | Feasible Itemset Distributions in Data Mining: Theory and Application | 2003 | PODS | 4.4039656e-05 |
| 1,552 | Overview of Data Exploration Techniques | 2015 | SIGMOD | 0.00011408814 |
| 7,009 | Understanding local structure in ranked datasets | 2013 | CIDR | 4.8637193e-05 |
| 10,895 | Towards an Objective Metric for Data Value Through Relevance | 2024 | CIDR | 4.1945683e-05 |
| 9,241 | Fairness in Preference Queries: Social Choice Theories Meet Data Management | 2024 | VLDB | 4.3690661e-05 |
| 1,597 | Designing Fair Ranking Schemes | 2019 | SIGMOD | 0.00011209846 |
| 7,046 | Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification | 2022 | SIGMOD | 4.8525913e-05 |