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Algorithm Fairness in AI for Medicine and Healthcare

1 October 2021

Richard J. Chen

Tiffany Y. Chen

Jana Lipkova

Judy J. Wang

Drew F. K. Williamson

Papers citing "Algorithm Fairness in AI for Medicine and Healthcare"

21 / 21 papers shown

Title
Ethical considerations of use of hold-out sets in clinical prediction model management Louis Chislett L. Aslett Alisha R Davies Catalina A Vallejos J. Liley 156 2 0 05 Jun 2024
Out-of-distribution Reject Option Method for Dataset Shift Problem in Early Disease Onset Prediction Taisei Tosaki Eiichiro Uchino Ryosuke Kojima Y. Mineharu Yuji Okamoto ... Yoshinori Tamada Tatsuya Mikami K. Murashita Shigeyuki Nakaji Yasushi Okuno OOD 38 0 0 30 May 2024
Beyond Fairness: Age-Harmless Parkinson's Detection via Voice Yicheng Wang Xiaotian Han Lei Yu Na Zou 107 0 0 23 Sep 2023
Learning Unbiased Image Segmentation: A Case Study with Plain Knee Radiographs N. Littlefield J. Plate K. Weiss I. Lohse Avani Chhabra ... Matthew F. Gong Luke A. Carlson Hamidreza Moradi Soheyla Amirian A. Tafti 52 1 0 08 Aug 2023
Fair Machine Unlearning: Data Removal while Mitigating Disparities Alexander X. Oesterling Jiaqi Ma Flavio du Pin Calmon Hima Lakkaraju FaML MU 97 21 0 27 Jul 2023
Improving Fairness in AI Models on Electronic Health Records: The Case for Federated Learning Methods Raphael Poulain Mirza Farhan Bin Tarek Rahmatollah Beheshti FedML 81 27 0 19 May 2023
Echoes of Biases: How Stigmatizing Language Affects AI Performance Yizhi Liu Weiguang Wang G. Gao Ritu Agarwal 83 2 0 17 May 2023
Fairness Evaluation in Text Classification: Machine Learning Practitioner Perspectives of Individual and Group Fairness Zahra Ashktorab Benjamin Hoover Mayank Agarwal Casey Dugan Werner Geyer Han Yang Mikhail Yurochkin FaML 79 18 0 01 Mar 2023
A Review of the Role of Causality in Developing Trustworthy AI Systems Niloy Ganguly Dren Fazlija Maryam Badar M. Fisichella Sandipan Sikdar ... Koustav Rudra Manolis Koubarakis Gourab K. Patro W. Z. E. Amri Wolfgang Nejdl CML 99 26 0 14 Feb 2023
A Survey on Preserving Fairness Guarantees in Changing Environments Ainhize Barrainkua Paula Gordaliza Jose A. Lozano Novi Quadrianto FaML 83 3 0 14 Nov 2022
Mitigating Health Disparities in EHR via Deconfounder Zheng Liu Xiaohan Li Philip Yu CML 81 9 0 28 Oct 2022
MEDFAIR: Benchmarking Fairness for Medical Imaging Yongshuo Zong Yongxin Yang Timothy M. Hospedales OOD 177 66 0 04 Oct 2022
Ex-Ante Assessment of Discrimination in Dataset Jonathan Vasquez Verdugo Xavier Gitiaux Huzefa Rangwala 69 0 0 16 Aug 2022
Imputation Strategies Under Clinical Presence: Impact on Algorithmic Fairness Vincent Jeanselme Maria De-Arteaga Zhe Zhang Jessica Barrett Brian D. M. Tom FaML 111 14 0 13 Aug 2022
Enhancing Fairness of Visual Attribute Predictors Tobias Hanel Nishant Kumar D. Schlesinger Meng Li Erdem Unal Abouzar Eslami Stefan Gumhold 84 3 0 07 Jul 2022
Identifying and Combating Bias in Segmentation Networks by leveraging multiple resolutions Leonie Henschel David Kügler D. Andrews C. Nordahl M. Reuter 83 0 0 29 Jun 2022
Fair Machine Learning in Healthcare: A Review Qizhang Feng Mengnan Du Na Zou Helen Zhou FaML 80 0 0 29 Jun 2022
Three Applications of Conformal Prediction for Rating Breast Density in Mammography Charles Lu Ken Chang Praveer Singh Jayashree Kalpathy-Cramer OOD AI4CE 85 8 0 23 Jun 2022
A Review of Causality for Learning Algorithms in Medical Image Analysis Athanasios Vlontzos Daniel Rueckert Bernhard Kainz OOD 131 18 0 11 Jun 2022
Guidelines and Evaluation of Clinical Explainable AI in Medical Image Analysis Weina Jin Xiaoxiao Li M. Fatehi Ghassan Hamarneh ELM XAI 76 95 0 16 Feb 2022
Federated Learning in Distributed Medical Databases: Meta-Analysis of Large-Scale Subcortical Brain Data R. SantiagoS.Silva B. Gutman E. Romero P. Thompson Andre Altmann Marco Lorenzi FedML 93 182 0 19 Oct 2018