Fair Tree Classifier using Strong Demographic Parity

When dealing with sensitive data in automated data-driven decision-making, an important concern is to learn predictors with high performance towards a class label, whilst minimising for the discrimination towards any sensitive attribute, like gender or race, induced from biased data. A few hybrid tr...

Ausführliche Beschreibung

Bibliographische Detailangaben

Hauptverfasser:	Barata, António Pereira, Takes, Frank W, Herik, H. Jaap van den, Veenman, Cor J
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Learning
Online-Zugang:	Volltext bestellen
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!