Concepedia

A snapshot of the frontiers of fairness in machine learning

Alexandra Chouldechova, Aaron Roth

Communications of the ACM · 2020 · 348 citations · 44 references

Concepts

ComputingComputer ScienceData ScienceArtificial IntelligenceData EthicsMachine LearningAlgorithmic FairnessBiasEthics Of Automated Decision-makingFairness In Machine LearningProcedural FairnessAlgorithmic BiasAlgorithmic Data BiasBias DetectionBias In Public AlgorithmsBias MitigationFairnessFairness In Classification

Abstract

A group of industry, academic, and government experts convene in Philadelphia to explore the roots of algorithmic bias.

References

44

The Algorithmic Foundations of Differential Privacy

Cynthia Dwork, Aaron Roth · Foundations and Trends® in Theoretical Computer Science · 2014 · 4.2K citations

Computing, Computer Science, Cybersecurity +11

Fairness through awareness

Cynthia Dwork, Moritz Hardt, Toniann Pitassi et al. · 2012 · 3.4K citations

Computing, Social Psychology, Discrimination +14

Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification

Joy Buolamwini, Timnit Gebru · 2018 · 3.3K citations

Social Sciences, Gender Studies, Sociology +14

The Economics of Discrimination

Richard Leonard, Gary S. Becker · The American Catholic Sociological Review · 1957 · 3K citations

Social Sciences, Economics, Sociology +14

Semantics derived automatically from language corpora contain human-like biases

Aylin Caliskan, Joanna J. Bryson, Arvind Narayanan · Science · 2017 · 2.8K citations · Full text

Computing, Computer Science, Psychology +15