A Unified Approach to Quantifying Algorithmic Unfairness: Measuring
Individual & Group Unfairness via Inequality Indices

A Unified Approach to Quantifying Algorithmic Unfairness: Measuring Individual & Group Unfairness via Inequality Indices

2 July 2018

Hoda Heidari

Nina Grgic-Hlaca

Krishna P. Gummadi

Muhammad Bilal Zafar

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Papers citing "A Unified Approach to Quantifying Algorithmic Unfairness: Measuring Individual & Group Unfairness via Inequality Indices"

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Title
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI Alejandro Barredo Arrieta Natalia Díaz Rodríguez Javier Del Ser Adrien Bennetot Siham Tabik ... S. Gil-Lopez Daniel Molina Richard Benjamins Raja Chatila Francisco Herrera XAI 174 6,366 0 22 Oct 2019
Is There a Trade-Off Between Fairness and Accuracy? A Perspective Using Mismatched Hypothesis Testing Sanghamitra Dutta Dennis L. Wei Hazar Yueksel Pin-Yu Chen Sijia Liu Kush R. Varshney FaML 67 11 0 17 Oct 2019
Measuring Unfairness through Game-Theoretic Interpretability Juliana Cesaro Fabio Gagliardi Cozman FAtt 75 13 0 12 Oct 2019
The Impact of Data Preparation on the Fairness of Software Systems Inês Valentim Nuno Lourenço Nuno Antunes 52 26 0 05 Oct 2019
Approaching Machine Learning Fairness through Adversarial Network Xiaoqian Wang Heng-Chiao Huang FaML 52 8 0 06 Sep 2019
Fairness in Reinforcement Learning Paul Weng FaML OffRL 18 0 0 24 Jul 2019
Operationalizing Individual Fairness with Pairwise Fair Representations Preethi Lahoti Krishna P. Gummadi Gerhard Weikum FaML 112 102 0 02 Jul 2019
Fairness and Missing Values Fernando Martínez-Plumed Cesar Ferri David Nieves José Hernández-Orallo 91 28 0 29 May 2019
Estimating Kullback-Leibler Divergence Using Kernel Machines Kartik Ahuja 57 11 0 02 May 2019
Noise-tolerant fair classification A. Lamy Ziyuan Zhong A. Menon Nakul Verma NoLa 96 77 0 30 Jan 2019
Fairness risk measures Robert C. Williamson A. Menon FaML 161 142 0 24 Jan 2019
Bias Mitigation Post-processing for Individual and Group Fairness P. Lohia Karthikeyan N. Ramamurthy M. Bhide Diptikalyan Saha Kush R. Varshney Ruchir Puri FaML 61 160 0 14 Dec 2018
Bayesian Modeling of Intersectional Fairness: The Variance of Bias James R. Foulds Rashidul Islam Kamrun Naher Keya Shimei Pan 68 41 0 18 Nov 2018
AI Fairness 360: An Extensible Toolkit for Detecting, Understanding, and Mitigating Unwanted Algorithmic Bias Rachel K. E. Bellamy Kuntal Dey Michael Hind Samuel C. Hoffman Stephanie Houde ... Diptikalyan Saha P. Sattigeri Moninder Singh Kush R. Varshney Yunfeng Zhang FaML SyDa 136 813 0 03 Oct 2018
A Moral Framework for Understanding of Fair ML through Economic Models of Equality of Opportunity Hoda Heidari M. Loi Krishna P. Gummadi Andreas Krause FaML 85 121 0 10 Sep 2018
Fairness Behind a Veil of Ignorance: A Welfare Analysis for Automated Decision Making Hoda Heidari Claudio Ferrari Krishna P. Gummadi Andreas Krause 98 133 0 13 Jun 2018