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Group Fair Clustering Revisited - Notions and Efficient Algorithm
Shivam Gupta, , Ganesh Ghalme, Shweta Jain
Published in International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)
2023
Volume: 2023-May
   
Abstract
This paper considers the problem of group fairness in clustering. We propose a new fairness notion which strictly generalizes existing notions and we theoretically analyze the relationships between several existing notions. Finally, we propose a simple and efficient greedy round-robin-based algorithm (FRACOE) and extensive experiments to validate its efficacy across multiple datasets. © 2023 International Foundation for Autonomous Agents and Multiagent Systems (www.ifaamas.org). All rights reserved.
About the journal
JournalProceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
PublisherInternational Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)
ISSN15488403