The Impact of Data Preparation on the Fairness of Software Systems

5 October 2019

Papers citing "The Impact of Data Preparation on the Fairness of Software Systems"

11 / 11 papers shown

Title
Data Preparation for Fairness-Performance Trade-Offs: A Practitioner-Friendly Alternative? Gianmario Voria Rebecca Di Matteo Giammaria Giordano Gemma Catolino Fabio Palomba 131 0 0 20 Dec 2024
Beyond Algorithmic Fairness: A Guide to Develop and Deploy Ethical AI-Enabled Decision-Support Tools Rosemarie Santa Gonzalez Ryan Piansky Sue M Bae Justin B. Biddle Daniel K. Molzahn 55 0 0 17 Sep 2024
A Catalog of Fairness-Aware Practices in Machine Learning Engineering Gianmario Voria Giulia Sellitto Carmine Ferrara Francesco Abate A. Lucia F. Ferrucci Gemma Catolino Fabio Palomba FaML 111 3 0 29 Aug 2024
Fair Overlap Number of Balls (Fair-ONB): A Data-Morphology-based Undersampling Method for Bias Reduction José Daniel Pascual-Triana Alberto Fernández Paulo Novais Francisco Herrera 47 0 0 19 Jul 2024
Exploring Fairness in Educational Data Mining in the Context of the Right to be Forgotten Wei Qian Aobo Chen Chenxu Zhao Yangyi Li Mengdi Huai MU 99 1 0 27 May 2024
A Three-Way Knot: Privacy, Fairness, and Predictive Performance Dynamics Tânia Carvalho Nuno Moniz Luís Antunes 53 2 0 27 Jun 2023
Navigating Ensemble Configurations for Algorithmic Fairness Michael Feffer Martin Hirzel Samuel C. Hoffman Kiran Kate Parikshit Ram Avraham Shinnar FedML FaML 56 0 0 11 Oct 2022
AI Fairness: from Principles to Practice A. Bateni Matthew Chan Ray Eitel-Porter 36 4 0 20 Jul 2022
An Empirical Study of Modular Bias Mitigators and Ensembles Michael Feffer Martin Hirzel Samuel C. Hoffman Kiran Kate Parikshit Ram Avraham Shinnar 89 8 0 01 Feb 2022
Fair Enough: Searching for Sufficient Measures of Fairness Suvodeep Majumder Joymallya Chakraborty Gina R. Bai Kathryn T. Stolee Tim Menzies 97 29 0 25 Oct 2021
Auditing the Imputation Effect on Fairness of Predictive Analytics in Higher Education Hadis Anahideh Parian Haghighat Nazanin Nezami Denisa Gándara 58 0 0 13 Sep 2021