Identifying Insufficient Data Coverage for Ordinal Continuous-Valued Attributes
Summary: Defines coverage for ordinal/continuous attributes as regions with enough similar training data to guarantee accuracy. Presents a Voronoi-diagram-based algorithm to identify uncovered regions in low dimensions and a randomized approximation for high dimensions, validated on real datasets. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Abolfazl Asudeh (University of Illinois Chicago)
- 2. Nima Shahbazi (University of Illinois Chicago)
- 3. Zhongjun Jin (University of Michigan)
- 4. H. V. Jagadish (University of Michigan)
BibTeX Citation
@inproceedings{asudeh_sigmod21,
title = {{Identifying Insufficient Data Coverage for Ordinal Continuous-Valued Attributes}},
author = {Asudeh, Abolfazl and Shahbazi, Nima and Jin, Zhongjun and Jagadish, H. V.},
series = {{SIGMOD} '21},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3448016.3457315},
url = {https://dl.acm.org/doi/10.1145/3448016.3457315},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,951 | Interpretable Data-Based Explanations for Fairness Debugging | 2022 | SIGMOD | 9.4252389e-05 |
| 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 |
| 9,388 | Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of Minorities | 2024 | VLDB | 5.2755515e-05 |
| 9,848 | Maximizing Fair Content Spread via Edge Suggestion in Social Networks | 2022 | VLDB | 5.2094004e-05 |
| 10,238 | Fair-Count-Min: Frequency Estimation under Equal Group-wise Approximation Factor | 2026 | SIGMOD | 5.093636e-05 |
| 11,174 | FairHash: A Fair and Memory/Time-efficient Hashmap | 2024 | SIGMOD | 5.093636e-05 |
| 11,262 | Enriching Relations with Additional Attributes for ER | 2024 | VLDB | 5.093636e-05 |
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Showing 12 of 12 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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