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Prerequisite-driven Fair Clustering on Heterogeneous Information Networks
Summary: PDFC: prerequisite-driven fair clustering for heterogeneous information networks; meta-paths + prerequisite-meta-paths with Fairlets for balance. Orthogonal embeddings via Cholesky fusion; constrained k-means loss; dynamic adjacency updates for evolving HINs; validated on real data.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 6625
- Venue
- SIGMOD
- Year
- 2023
- Pagerank
- 4.1945683e-05
- Overall Rank
- 11,193 | 22.14%
- DOI
-
10.1145/3589267
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No non-self incoming citations found for this paper in this database.
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 768 |
PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks |
2011 |
VLDB |
0.00016919065 |
| 1,041 |
Interventional Fairness : Causal Database Repair for Algorithmic Fairness |
2019 |
SIGMOD |
0.00014482047 |
| 1,597 |
Designing Fair Ranking Schemes |
2019 |
SIGMOD |
0.00011209846 |
| 3,001 |
Neural Subgraph Counting with Wasserstein Estimator |
2022 |
SIGMOD |
7.7404487e-05 |
| 4,652 |
On the Efficiency of K-Means Clustering: Evaluation, Optimization, and Algorithm Selection |
2021 |
VLDB |
6.0228549e-05 |
| 4,935 |
OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning |
2021 |
SIGMOD |
5.8198727e-05 |
| 5,508 |
Fast Large-Scale Trajectory Clustering |
2020 |
VLDB |
5.4713696e-05 |
| 6,125 |
DenForest: Enabling Fast Deletion in Incremental Density-Based Clustering over Sliding Windows |
2022 |
SIGMOD |
5.1987868e-05 |
| 7,046 |
Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification |
2022 |
SIGMOD |
4.8525913e-05 |
| 7,600 |
Heterogeneous Information Networks: the Past, the Present, and the Future |
2022 |
VLDB |
4.6990255e-05 |
| 7,632 |
Rank Aggregation with Proportionate Fairness |
2022 |
SIGMOD |
4.6915165e-05 |
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