Equitable Top-k Results for Long Tail Data
Summary: Equitable top-k for long-tail data via theta-Equiv-top-k-MMSP; formalizes two subproblems: theta-Equiv-top-k-Sets and MaxMinFair. Generates many utility-equivalent top-k sets and a MaxMinFair distribution to equalize exposure; presents exact and scalable methods (random-walk, greedy, adaptive) and validates on six datasets. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Md Mouinul Islam
- 2. Mahsa Asadi
- 3. Senjuti Basu Roy
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,248 | Fairness in Preference Queries: Social Choice Theories Meet Data Management | 2024 | VLDB | 4.3648789e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8 | Optimal Aggregation Algorithms for Middleware [Extended Abstract] | 2001 | PODS | 0.0015436578 |
| 1,435 | Diversifying Top-K Results | 2012 | VLDB | 0.00011981694 |
| 1,577 | Designing Fair Ranking Schemes | 2019 | SIGMOD | 0.00011276814 |
| 1,601 | Formal Models of Web Queries | 1997 | PODS | 0.00011197057 |
| 2,265 | MithraCoverage: A System for Investigating Population Bias for Intersectional Fairness | 2020 | SIGMOD | 9.1584804e-05 |
| 4,866 | OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning | 2021 | SIGMOD | 5.8620848e-05 |
| 5,479 | Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles | 2022 | VLDB | 5.4849266e-05 |
| 5,514 | Page Quality: In Search of an Unbiased Web Ranking | 2005 | SIGMOD | 5.4689625e-05 |
| 7,425 | Rank Aggregation with Proportionate Fairness | 2022 | SIGMOD | 4.7292787e-05 |
| 8,921 | Efficient Indexes for Diverse Top-k Range Queries | 2020 | PODS | 4.4229886e-05 |
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