Fairness, Semi-Supervised Learning, and More: A General Framework for
Clustering with Stochastic Pairwise Constraints

Fairness, Semi-Supervised Learning, and More: A General Framework for Clustering with Stochastic Pairwise Constraints

2 March 2021

John P. Dickerson

Leonidas Tsepenekas

ArXiv (abs)PDF HTML

Papers citing "Fairness, Semi-Supervised Learning, and More: A General Framework for Clustering with Stochastic Pairwise Constraints"

13 / 13 papers shown

Title
Fair Clustering: Critique, Caveats, and Future Directions John Dickerson Seyed-Alireza Esmaeili Jamie Morgenstern Claire Jie Zhang FaML 74 1 0 22 Jun 2024
A Polynomial-Time Approximation for Pairwise Fair $k$ -Median Clustering Sayan Bandyapadhyay E. Chlamtác Yu. S. Makarychev A. Vakilian Yury Makarychev Ali Vakilian 116 1 0 16 May 2024
Scalable Algorithms for Individual Preference Stable Clustering Ron Mosenzon A. Vakilian 80 3 0 15 Mar 2024
Near-Optimal Algorithms for Constrained k-Center Clustering with Instance-level Background Knowledge Longkun Guo Chaoqi Jia Kewen Liao Zhigang Lu Minhui Xue 22 0 0 23 Jan 2024
Fair Clustering: A Causal Perspective Fritz M. Bayer Drago Plečko N. Beerenwinkel Jack Kuipers FaML 44 0 0 14 Dec 2023
Constant Approximation for Individual Preference Stable Clustering Anders Aamand Justin Y. Chen Allen Liu Sandeep Silwal Pattara Sukprasert A. Vakilian Fred Zhang 50 4 0 28 Sep 2023
Approximation Algorithms for Fair Range Clustering S. S. Hotegni S. Mahabadi A. Vakilian 60 19 0 11 Jun 2023
FAL-CUR: Fair Active Learning using Uncertainty and Representativeness on Fair Clustering R. Fajri A. Saxena Yulong Pei Mykola Pechenizkiy FaML 51 3 0 21 Sep 2022
Individual Preference Stability for Clustering Saba Ahmadi Pranjal Awasthi Samir Khuller Matthäus Kleindessner Jamie Morgenstern Pattara Sukprasert A. Vakilian 103 10 0 07 Jul 2022
Semi-FairVAE: Semi-supervised Fair Representation Learning with Adversarial Variational Autoencoder Chuhan Wu Fangzhao Wu Tao Qi Yongfeng Huang DRL 118 4 0 01 Apr 2022
Efficient Algorithms For Fair Clustering with a New Fairness Notion Shivam Gupta Ganesh Ghalme N. C. Krishnan Shweta Jain FaML 99 8 0 02 Sep 2021
Fair Clustering Under a Bounded Cost Seyed-Alireza Esmaeili Brian Brubach A. Srinivasan John P. Dickerson 66 27 0 14 Jun 2021
A New Notion of Individually Fair Clustering: $α$ -Equitable $k$ -Center D. Chakrabarti John P. Dickerson Seyed-Alireza Esmaeili A. Srinivasan Leonidas Tsepenekas FaML FedML 59 23 0 09 Jun 2021