Scalable Spectral Clustering with Group Fairness Constraints

Scalable Spectral Clustering with Group Fairness Constraints

28 October 2022

Papers citing "Scalable Spectral Clustering with Group Fairness Constraints"

15 / 15 papers shown

Title
Consistency of Constrained Spectral Clustering under Graph Induced Fair Planted Partitions Shubham Gupta Ambedkar Dukkipati 25 8 0 08 May 2021
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 562 4,345 0 23 Aug 2019
Fair Regression: Quantitative Definitions and Reduction-based Algorithms Alekh Agarwal Miroslav Dudík Zhiwei Steven Wu FaML 48 247 0 30 May 2019
Learning Optimal and Fair Decision Trees for Non-Discriminative Decision-Making S. Aghaei Javad Azizi P. Vayanos FaML 51 177 0 25 Mar 2019
A Framework for Deep Constrained Clustering -- Algorithms and Advances Hongjing Zhang Sugato Basu Ian Davidson 56 47 0 29 Jan 2019
Guarantees for Spectral Clustering with Fairness Constraints Matthäus Kleindessner Samira Samadi Pranjal Awasthi Jamie Morgenstern 60 155 0 24 Jan 2019
Fair Algorithms for Clustering Suman Kalyan Bera Deeparnab Chakrabarty Nicolas J. Flores Maryam Negahbani FaML FedML 70 237 0 08 Jan 2019
The Price of Fair PCA: One Extra Dimension Samira Samadi U. Tantipongpipat Jamie Morgenstern Mohit Singh Santosh Vempala FaML 107 156 0 31 Oct 2018
The Frontiers of Fairness in Machine Learning Alexandra Chouldechova Aaron Roth FaML 187 416 0 20 Oct 2018
Fair Clustering Through Fairlets Flavio Chierichetti Ravi Kumar Silvio Lattanzi Sergei Vassilvitskii FaML 70 431 0 15 Feb 2018
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 222 4,307 0 07 Oct 2016
Certifying and removing disparate impact Michael Feldman Sorelle A. Friedler John Moeller C. Scheidegger Suresh Venkatasubramanian FaML 194 1,984 0 11 Dec 2014
Consistency of spectral clustering in stochastic block models Jing Lei Alessandro Rinaldo 185 607 0 07 Dec 2013
Role of normalization in spectral clustering for stochastic blockmodels Purnamrita Sarkar Peter J. Bickel 112 99 0 05 Oct 2013
Spectral clustering and the high-dimensional stochastic blockmodel Karl Rohe S. Chatterjee Bin Yu 254 934 0 09 Jul 2010