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Techniques for Discrimination-Free Predictive Models · Study

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ChapterTechniques for Discrimination-Free Predictive Models

Faisal Kamiran2012

Chapter2012

Techniques for Discrimination-Free Predictive Models

Faisal Kamiran · Toon Calders · Mykola Pechenizkiy

36 citations·0/0 files stored·Studies in applied philosophy, epistemology and rational ethics

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Ethics and Social Impacts of AI Privacy-Preserving Technologies in Data Discrimination and Equality Law

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References

2011Data preprocessing techniques for classification without discrimination 2010Three naive Bayes approaches for discrimination-free classification 1984A note on the calculation and interpretation of the Gini index 2009Classifying without discriminating 2010Discrimination Aware Decision Tree Learning 2011k-NN as an implementation of situation testing for discrimination discovery and prevention 2011Discrimination prevention in data mining for intrusion and crime detection 2011Rule Protection for Indirect Discrimination Prevention in Data Mining

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2019From privacy to anti-discrimination in times of machine learning 2024Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML 2019Maschinelles Lernen und Diskriminierung: Probleme und Lösungsansätze

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Year2012

Typechapter

Published2012-08-11

VenueStudies in applied philosophy, epistemology and rational ethics

ISSN-L2192-6255

Languageen

Citations36

Files0 public / 0

ShelfEthics and Social Impacts of AI

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doi10.1007/978-3-642-30487-3_12

openalex_workW1555760221

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