Toon Calders

Data preprocessing techniques for classification without discrimination

Faisal Kamiran, Toon Calders · Knowledge and Information Systems · 2011 · 1.3K citations · Full text

Computing, Computer Science, Data Science +9

Three naive Bayes approaches for discrimination-free classification

Toon Calders, Sicco Verwer · Data Mining and Knowledge Discovery · 2010 · 774 citations · Full text

Computing, Computer Science, Data Science +13

Building Classifiers with Independency Constraints

Toon Calders, Faisal Kamiran, Mykola Pechenizkiy · 2009 · 452 citations

Computing, Computer Science, Data Mining +11

Classifying without discriminating

Faisal Kamiran, Toon Calders · 2009 · 402 citations

Social Sciences, Data Science, Discrimination +16

Discrimination Aware Decision Tree Learning

Faisal Kamiran, Toon Calders, Mykola Pechenizkiy · 2010 · 312 citations · Full text

Computing, Data Science, Discrimination +13