A Survey on Bias and Fairness in Machine Learning

Algorithmic Bias? An Empirical Study of Apparent Gender-Based Discrimination in the Display of STEM Career Ads

(2019) Anja Lambrecht et al.   MANAGEMENT SCIENCE

Yule-Simpson’s paradox in Galactic Archaeology

(2019) I Minchev et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Causal Modeling-Based Discrimination Discovery and Removal: Criteria, Bounds, and Algorithms

(2019) Lu Zhang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Bias on the web

(2018) Ricardo Baeza-Yates   COMMUNICATIONS OF THE ACM

The Ugly Truth About Ourselves and Our Robot Creations: The Problem of Bias and Social Inequity

(2017) Ayanna Howard et al.   SCIENCE AND ENGINEERING ETHICS

Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments

(2017) Alexandra Chouldechova   Big Data

Conscientious Classification: A Data Scientist's Guide to Discrimination-Aware Classification

(2017) Brian d'Alessandro et al.   Big Data

Genetic Misdiagnoses and the Potential for Health Disparities

(2016) Arjun K. Manrai et al.   NEW ENGLAND JOURNAL OF MEDICINE

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Leveraging Position Bias to Improve Peer Recommendation

(2014) Kristina Lerman et al.   PLoS One

Why Amazon's Ratings Might Mislead You: The Story of Herding Effects

(2014) Ting Wang et al.   Big Data

A multidisciplinary survey on discrimination analysis

(2013) Andrea Romei et al.   KNOWLEDGE ENGINEERING REVIEW

A Methodology for Direct and Indirect Discrimination Prevention in Data Mining

(2012) Sara Hajian et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Data preprocessing techniques for classification without discrimination

(2011) Faisal Kamiran et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Extraneous factors in judicial decisions

(2011) S. Danziger et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Three naive Bayes approaches for discrimination-free classification

(2010) Toon Calders et al.   DATA MINING AND KNOWLEDGE DISCOVERY