The Importance of Modeling Data Missingness in Algorithmic Fairness: A
Causal Perspective

The Importance of Modeling Data Missingness in Algorithmic Fairness: A Causal Perspective

21 December 2020

Alfonso Amayuelas

Papers citing "The Importance of Modeling Data Missingness in Algorithmic Fairness: A Causal Perspective"

14 / 14 papers shown

Title
Regression-Based Estimation of Causal Effects in the Presence of Selection Bias and Confounding Marlies Hafer Alexander Marx CML 94 0 0 26 Mar 2025
The Fragility of Fairness: Causal Sensitivity Analysis for Fair Machine Learning Jake Fawkes Nic Fishman Mel Andrews Zachary C. Lipton 43 1 0 12 Oct 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 21 0 0 17 Sep 2024
Learning Fair Policies for Multi-stage Selection Problems from Observational Data Zhuangzhuang Jia G. A. Hanasusanto P. Vayanos Weijun Xie FaML 23 2 0 20 Dec 2023
Uncertainty-based Fairness Measures Selim Kuzucu Jiaee Cheong Hatice Gunes Sinan Kalkan UD PER 37 4 0 18 Dec 2023
WCLD: Curated Large Dataset of Criminal Cases from Wisconsin Circuit Courts Elliott Ash Naman Goel Nianyun Li Claudia Marangon Peiyao Sun 27 2 0 28 Oct 2023
Correcting for Selection Bias and Missing Response in Regression using Privileged Information Philip A. Boeken Noud de Kroon Mathijs de Jong Joris M. Mooij O. Zoeter 17 4 0 29 Mar 2023
Consistent Range Approximation for Fair Predictive Modeling Jiongli Zhu Sainyam Galhotra Nazanin Sabri Babak Salimi 33 10 0 21 Dec 2022
A Validity Perspective on Evaluating the Justified Use of Data-driven Decision-making Algorithms Amanda Coston Anna Kawakami Haiyi Zhu Kenneth Holstein Hoda Heidari 44 34 0 30 Jun 2022
RMT-Net: Reject-aware Multi-Task Network for Modeling Missing-not-at-random Data in Financial Credit Scoring Qiang Liu Yingtao Luo Shu Wu Zhen Zhang Xiangnan Yue Hong Jin Liang Wang 28 8 0 01 Jun 2022
Interpretable Data-Based Explanations for Fairness Debugging Romila Pradhan Jiongli Zhu Boris Glavic Babak Salimi 16 53 0 17 Dec 2021
Assessing Fairness in the Presence of Missing Data Yiliang Zhang Q. Long FaML 31 35 0 07 Dec 2021
Fairness in Missing Data Imputation Yiliang Zhang Q. Long 28 12 0 22 Oct 2021
Measuring Fairness Under Unawareness of Sensitive Attributes: A Quantification-Based Approach Alessandro Fabris Andrea Esuli Alejandro Moreo Fabrizio Sebastiani 23 18 0 17 Sep 2021