Model-based and actual independence for fairness-aware classification

DOI10.1007/s10618-017-0534-xzbMath1411.68110OpenAlexW2743843903MaRDI QIDQ1741377

Shotaro Akaho, Toshihiro Kamishima, Jun Sakuma, Hideki Asoh

Publication date: 3 May 2019

Published in: Data Mining and Knowledge Discovery (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10618-017-0534-x

zbMATH Keywords

classificationfairnessdiscriminationcost-sensitive learning

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05)

Related Items (5)

Removing algorithmic discrimination (with minimal individual error) ⋮ GMDH-based outlier detection model in classification problems ⋮ Unnamed Item ⋮ Unnamed Item ⋮ Unnamed Item

Uses Software

• UCI-ml
• Scikit
• PRMLT

Cites Work

• Fairness through awareness
• Unnamed Item
• Unnamed Item

This page was built for publication: Model-based and actual independence for fairness-aware classification