Clustering without Over-Representation

29 May 2019

Papers citing "Clustering without Over-Representation"

25 / 25 papers shown

Title
A Polynomial-Time Approximation for Pairwise Fair $k$ -Median Clustering Sayan Bandyapadhyay E. Chlamtác Yu. S. Makarychev A. Vakilian Yury Makarychev Ali Vakilian 51 1 0 16 May 2024
From Discrete to Continuous: Deep Fair Clustering With Transferable Representations Xiang Zhang 37 0 0 24 Mar 2024
ExMap: Leveraging Explainability Heatmaps for Unsupervised Group Robustness to Spurious Correlations Rwiddhi Chakraborty Adrian Sletten Michael C. Kampffmeyer 39 0 0 20 Mar 2024
Fair Clustering: A Causal Perspective Fritz M. Bayer Drago Plečko N. Beerenwinkel Jack Kuipers FaML 29 0 0 14 Dec 2023
Fair Polylog-Approximate Low-Cost Hierarchical Clustering Marina Knittel Max Springer John Dickerson Mohammadtaghi Hajiaghayi FaML 29 2 0 21 Nov 2023
Fair Minimum Representation Clustering Connor Lawless Oktay Gunluk FaML 40 2 0 06 Feb 2023
A review of clustering models in educational data science towards fairness-aware learning Tai Le Quy Gunnar Friege Eirini Ntoutsi FaML 36 14 0 09 Jan 2023
Cluster-level Group Representativity Fairness in $k$ -means Clustering Stanley Simoes Deepak P Muiris Maccarthaigh FaML 32 0 0 29 Dec 2022
Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and Metric Pengxin Zeng Yunfan Li Peng Hu Dezhong Peng Jiancheng Lv Xiaocui Peng 28 13 0 26 Sep 2022
Constant-Factor Approximation Algorithms for Socially Fair $k$ -Clustering Mehrdad Ghadiri Mohit Singh Santosh Vempala 26 10 0 22 Jun 2022
Measuring and mitigating voting access disparities: a study of race and polling locations in Florida and North Carolina Mohsen Abbasi Suresh Venkatasubramanian Sorelle A. Friedler K. Lum Calvin Barrett 40 4 0 30 May 2022
Fair Labeled Clustering Seyed-Alireza Esmaeili Sharmila Duppala John P. Dickerson Brian Brubach FaML 23 3 0 28 May 2022
Generalized Reductions: Making any Hierarchical Clustering Fair and Balanced with Low Cost Marina Knittel Max Springer John P. Dickerson Mohammadtaghi Hajiaghayi FedML 42 6 0 27 May 2022
On consistency of constrained spectral clustering under representation-aware stochastic block model Shubham Gupta Ambedkar Dukkipati 54 1 0 03 Mar 2022
Fair Representation Clustering with Several Protected Classes Zhen Dai Yury Makarychev A. Vakilian FaML 78 9 0 03 Feb 2022
CONFAIR: Configurable and Interpretable Algorithmic Fairness Ankit Kulshrestha Ilya Safro FaML 22 2 0 17 Nov 2021
Approximating Fair Clustering with Cascaded Norm Objectives E. Chlamtác Yury Makarychev A. Vakilian 89 24 0 08 Nov 2021
Efficient Algorithms For Fair Clustering with a New Fairness Notion Shivam Gupta Ganesh Ghalme N. C. Krishnan Shweta Jain FaML 73 8 0 02 Sep 2021
A Stochastic Alternating Balance $k$ -Means Algorithm for Fair Clustering Suyun Liu Luis Nunes Vicente 35 11 0 29 May 2021
KFC: A Scalable Approximation Algorithm for $k$ -center Fair Clustering Elfarouk Harb Hoi Shan Lam 26 21 0 26 Oct 2020
Fair clustering via equitable group representations Mohsen Abbasi Aditya Bhaskara Suresh Venkatasubramanian FaML FedML 35 87 0 19 Jun 2020
A Notion of Individual Fairness for Clustering Matthäus Kleindessner Pranjal Awasthi Jamie Morgenstern FaML 45 30 0 08 Jun 2020
How to Solve Fair $k$ -Center in Massive Data Models Ashish Chiplunkar S. Kale Sivaramakrishnan Natarajan Ramamoorthy 21 41 0 18 Feb 2020
Fairness in Clustering with Multiple Sensitive Attributes Savitha Sam Abraham • Deepak Sowmya S. Sundaram FaML 35 42 0 11 Oct 2019
Coresets for Clustering with Fairness Constraints Lingxiao Huang S. Jiang Nisheeth K. Vishnoi 37 101 0 20 Jun 2019