Fairness Perceptions of Algorithmic Decision-Making: A Systematic Review of the Empirical Literature

22 March 2021

Papers citing "Fairness Perceptions of Algorithmic Decision-Making: A Systematic Review of the Empirical Literature"

24 / 24 papers shown

Title
Personalized Help for Optimizing Low-Skilled Users' Strategy Feng Gu Wichayaporn Wongkamjan Jordan Lee Boyd-Graber Jonathan K. Kummerfeld Denis Peskoff Jonathan May 86 0 0 14 Nov 2024
Understanding Relations Between Perception of Fairness and Trust in Algorithmic Decision Making Jianlong Zhou Sunny Verma Mudit Mittal Fang Chen FaML 43 9 0 29 Sep 2021
A Study on Fairness and Trust Perceptions in Automated Decision Making Jakob Schoeffer Yvette Machowski Niklas Kuehl 37 16 0 08 Mar 2021
Artificial Intelligence as an Anti-Corruption Tool (AI-ACT) -- Potentials and Pitfalls for Top-down and Bottom-up Approaches N. Köbis C. Starke Iyad Rahwan 57 11 0 23 Feb 2021
The FairCeptron: A Framework for Measuring Human Perceptions of Algorithmic Fairness Georg Ahnert Ivan Smirnov Florian Lemmerich Claudia Wagner M. Strohmaier FaML 32 2 0 08 Feb 2021
Soliciting Stakeholders' Fairness Notions in Child Maltreatment Predictive Systems H. Cheng Logan Stapleton Ruiqi Wang Paige E Bullock Alexandra Chouldechova Zhiwei Steven Wu Haiyi Zhu FaML 36 66 0 01 Feb 2021
Re-imagining Algorithmic Fairness in India and Beyond Nithya Sambasivan Erin Arnesen Ben Hutchinson Tulsee Doshi Vinodkumar Prabhakaran FaML 63 182 0 25 Jan 2021
The Threats of Artificial Intelligence Scale (TAI). Development, Measurement and Test Over Three Application Domains Kimon Kieslich Marco Lünich Frank Marcinkowski 30 52 0 12 Jun 2020
Dimensions of Diversity in Human Perceptions of Algorithmic Fairness Nina Grgic-Hlaca Gabriel Lima Adrian Weller Elissa M. Redmiles FaML 49 39 0 02 May 2020
Exploring User Opinions of Fairness in Recommender Systems Jessie J. Smith Nasim Sonboli Casey Fiesler Robin Burke FaML 45 15 0 13 Mar 2020
Factors Influencing Perceived Fairness in Algorithmic Decision-Making: Algorithm Outcomes, Development Procedures, and Individual Differences Ruotong Wang F. M. Harper Haiyi Zhu FaML 51 182 0 27 Jan 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
Artificial Intelligence: the global landscape of ethics guidelines Anna Jobin M. Ienca E. Vayena 74 1,627 0 24 Jun 2019
Explaining Models: An Empirical Study of How Explanations Impact Fairness Judgment Jonathan Dodge Q. V. Liao Yunfeng Zhang Rachel K. E. Bellamy Casey Dugan FaML 49 126 0 23 Jan 2019
50 Years of Test (Un)fairness: Lessons for Machine Learning Ben Hutchinson Margaret Mitchell AILaw FaML 56 358 0 25 Nov 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 56 177 0 08 Nov 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 56 229 0 26 Feb 2018
Ít's Reducing a Human Being to a Percentage'; Perceptions of Justice in Algorithmic Decisions Reuben Binns Max Van Kleek Michael Veale Ulrik Lyngs Jun Zhao N. Shadbolt FaML 53 534 0 31 Jan 2018
On Formalizing Fairness in Prediction with Machine Learning Pratik Gajane Mykola Pechenizkiy FaML 134 211 0 09 Oct 2017
From Parity to Preference-based Notions of Fairness in Classification Muhammad Bilal Zafar Isabel Valera Manuel Gomez Rodriguez Krishna P. Gummadi Adrian Weller FaML 71 209 0 30 Jun 2017
Counterfactual Fairness Matt J. Kusner Joshua R. Loftus Chris Russell Ricardo M. A. Silva FaML 197 1,576 0 20 Mar 2017
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 194 4,301 0 07 Oct 2016
Inherent Trade-Offs in the Fair Determination of Risk Scores Jon M. Kleinberg S. Mullainathan Manish Raghavan FaML 99 1,767 0 19 Sep 2016