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
Authors
- 1. Abolfazl Asudeh (University of Illinois Chicago)
- 2. H. V. Jagadish (University of Michigan)
BibTeX Citation
@article{asudeh_vldb20,
title = {{Fairly Evaluating and Scoring Items in a Data Set}},
author = {Asudeh, Abolfazl and Jagadish, H. V.},
journal = {PVLDB},
series = {{VLDB} '20},
volume = {13},
number = {12},
pages = {3445--3448},
doi = {3415478.3415566},
url = {https://doi.org/3415478.3415566},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,489 | Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching | 2023 | VLDB | 6.200289e-05 |
| 5,510 | Responsible Data Integration: Next-generation Challenges | 2022 | SIGMOD | 6.1919207e-05 |
| 5,631 | Tailoring Data Source Distributions for Fairness-aware Data Integration | 2021 | VLDB | 6.1427477e-05 |
| 6,709 | Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification | 2022 | SIGMOD | 5.7964916e-05 |
| 7,367 | Identifying Insufficient Data Coverage for Ordinal Continuous-Valued Attributes | 2021 | SIGMOD | 5.6319194e-05 |
| 9,848 | Maximizing Fair Content Spread via Edge Suggestion in Social Networks | 2022 | VLDB | 5.2094004e-05 |
| 10,263 | Local Stability of Rankings | 2026 | SIGMOD | 5.093636e-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 |
|---|---|---|---|---|
| 863 | Interventional Fairness : Causal Database Repair for Algorithmic Fairness | 2019 | SIGMOD | 0.00013531835 |
| 1,597 | Designing Fair Ranking Schemes | 2019 | SIGMOD | 0.00010246472 |
| 3,091 | MithraCoverage: A System for Investigating Population Bias for Intersectional Fairness | 2020 | SIGMOD | 7.7684166e-05 |
| 4,746 | On Detecting Cherry-picked Trendlines | 2020 | VLDB | 6.5256876e-05 |
| 5,465 | On Obtaining Stable Rankings | 2019 | VLDB | 6.2075408e-05 |
| 7,721 | Identifying Insufficient Data Coverage in Databases with Multiple Relations | 2020 | VLDB | 5.5587371e-05 |
| 8,930 | MithraRanking: A System for Responsible Ranking Design | 2019 | SIGMOD | 5.3483178e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 5,510 | Responsible Data Integration: Next-generation Challenges | 2022 | SIGMOD |
| 2 | 13,494 | The Responsibility Challenge for Data | 2019 | SIGMOD |
| 3 | 1,250 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD |
| 4 | 9,212 | Feasible Itemset Distributions in Data Mining: Theory and Application | 2003 | PODS |
| 5 | 1,198 | Overview of Data Exploration Techniques | 2015 | SIGMOD |
| 6 | 7,643 | Understanding local structure in ranked datasets | 2013 | CIDR |
| 7 | 11,118 | Towards an Objective Metric for Data Value Through Relevance | 2024 | CIDR |
| 8 | 9,389 | Fairness in Preference Queries: Social Choice Theories Meet Data Management | 2024 | VLDB |
| 9 | 1,597 | Designing Fair Ranking Schemes | 2019 | SIGMOD |
| 10 | 6,709 | Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification | 2022 | SIGMOD |