Fairness in Missing Data Imputation

22 October 2021

Papers citing "Fairness in Missing Data Imputation"

8 / 8 papers shown

Title
The influence of missing data mechanisms and simple missing data handling techniques on fairness Aeysha Bhatti Trudie Sandrock Johane Nienkemper-Swanepoel FaML 71 0 0 10 Mar 2025
Still More Shades of Null: An Evaluation Suite for Responsible Missing Value Imputation Falaah Arif Khan Denys Herasymuk Nazar Protsiv Julia Stoyanovich VLM 33 0 0 11 Sep 2024
Adapting Fairness Interventions to Missing Values R. Feng Flavio du Pin Calmon Hao Wang FaML 26 10 0 30 May 2023
MISNN: Multiple Imputation via Semi-parametric Neural Networks Zhiqi Bu Zongyu Dai Yiliang Zhang Q. Long 30 0 0 02 May 2023
Impact Of Missing Data Imputation On The Fairness And Accuracy Of Graph Node Classifiers Haris Mansoor Sarwan Ali Shafiq Alam Muhammad Asad Khan U. Hassan Imdadullah Khan FaML 19 5 0 01 Nov 2022
Imputation Strategies Under Clinical Presence: Impact on Algorithmic Fairness Vincent Jeanselme Maria De-Arteaga Zhe Zhang Jessica Barrett Brian D. M. Tom FaML 35 11 0 13 Aug 2022
Assessing Fairness in the Presence of Missing Data Yiliang Zhang Q. Long FaML 31 35 0 07 Dec 2021
MissForest - nonparametric missing value imputation for mixed-type data D. Stekhoven Peter Buhlmann 177 4,222 0 04 May 2011