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 |
|---|---|---|---|---|
| 5,609 | Responsible Data Integration: Next-generation Challenges | 2022 | SIGMOD | 6.0689501e-05 |
| 5,623 | Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching | 2023 | VLDB | 6.0611712e-05 |
| 5,738 | Tailoring Data Source Distributions for Fairness-aware Data Integration | 2021 | VLDB | 6.0117538e-05 |
| 6,845 | Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification | 2022 | SIGMOD | 5.6664339e-05 |
| 7,489 | Identifying Insufficient Data Coverage for Ordinal Continuous-Valued Attributes | 2021 | SIGMOD | 5.5113546e-05 |
| 10,032 | Maximizing Fair Content Spread via Edge Suggestion in Social Networks | 2022 | VLDB | 5.0925155e-05 |
| 10,476 | Local Stability of Rankings | 2026 | SIGMOD | 4.9793485e-05 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 803 | Interventional Fairness : Causal Database Repair for Algorithmic Fairness | 2019 | SIGMOD | 0.00013836858 |
| 1,379 | Designing Fair Ranking Schemes | 2019 | SIGMOD | 0.0001086418 |
| 3,129 | MithraCoverage: A System for Investigating Population Bias for Intersectional Fairness | 2020 | SIGMOD | 7.6149779e-05 |
| 4,860 | On Detecting Cherry-picked Trendlines | 2020 | VLDB | 6.3792687e-05 |
| 5,610 | On Obtaining Stable Rankings | 2019 | VLDB | 6.0686149e-05 |
| 7,880 | Identifying Insufficient Data Coverage in Databases with Multiple Relations | 2020 | VLDB | 5.43413e-05 |
| 9,091 | MithraRanking: A System for Responsible Ranking Design | 2019 | SIGMOD | 5.2283159e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 5,609 | Responsible Data Integration: Next-generation Challenges | 2022 | SIGMOD |
| 2 | 13,808 | The Responsibility Challenge for Data | 2019 | SIGMOD |
| 3 | 1,255 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD |
| 4 | 9,390 | Feasible Itemset Distributions in Data Mining: Theory and Application | 2003 | PODS |
| 5 | 1,215 | Overview of Data Exploration Techniques | 2015 | SIGMOD |
| 6 | 7,796 | Understanding local structure in ranked datasets | 2013 | CIDR |
| 7 | 11,466 | Towards an Objective Metric for Data Value Through Relevance | 2024 | CIDR |
| 8 | 8,018 | Fairness in Preference Queries: Social Choice Theories Meet Data Management | 2024 | VLDB |
| 9 | 1,379 | Designing Fair Ranking Schemes | 2019 | SIGMOD |
| 10 | 6,845 | Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification | 2022 | SIGMOD |