A Human-in-the-loop Framework to Construct Context-aware Mathematical
Notions of Outcome Fairness

A Human-in-the-loop Framework to Construct Context-aware Mathematical Notions of Outcome Fairness

8 November 2019

Mohammad Yaghini

Hoda Heidari

Papers citing "A Human-in-the-loop Framework to Construct Context-aware Mathematical Notions of Outcome Fairness"

12 / 12 papers shown

Title
Adapting a Kidney Exchange Algorithm to Align with Human Values Rachel Freedman Jana Schaich Borg Walter Sinnott-Armstrong John P. Dickerson Vincent Conitzer 34 120 0 19 May 2020
Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics Debjani Saha Candice Schumann Duncan C. McElfresh John P. Dickerson Michelle L. Mazurek Michael Carl Tschantz FaML 54 16 0 17 Dec 2019
Improving fairness in machine learning systems: What do industry practitioners need? Kenneth Holstein Jennifer Wortman Vaughan Hal Daumé Miroslav Dudík Hanna M. Wallach FaML HAI 245 755 0 13 Dec 2018
How Do Fairness Definitions Fare? Examining Public Attitudes Towards Algorithmic Definitions of Fairness N. Saxena Karen Huang Evan DeFilippis Goran Radanović David C. Parkes Yang Liu FaML 56 178 0 08 Nov 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 51 121 0 10 Sep 2018
Human Perceptions of Fairness in Algorithmic Decision Making: A Case Study of Criminal Risk Prediction Nina Grgic-Hlaca Elissa M. Redmiles Krishna P. Gummadi Adrian Weller FaML 62 230 0 26 Feb 2018
Fairness and Accountability Design Needs for Algorithmic Support in High-Stakes Public Sector Decision-Making Michael Veale Max Van Kleek Reuben Binns 51 419 0 03 Feb 2018
A Voting-Based System for Ethical Decision Making Ritesh Noothigattu Snehalkumar Ñeil' S. Gaikwad E. Awad Sohan Dsouza Iyad Rahwan Pradeep Ravikumar Ariel D. Procaccia FaML 38 199 0 20 Sep 2017
Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment Muhammad Bilal Zafar Isabel Valera Manuel Gomez Rodriguez Krishna P. Gummadi FaML 186 1,205 0 26 Oct 2016
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 295 2,109 0 24 Oct 2016
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 213 4,305 0 07 Oct 2016
Inherent Trade-Offs in the Fair Determination of Risk Scores Jon M. Kleinberg S. Mullainathan Manish Raghavan FaML 102 1,768 0 19 Sep 2016