Safe Fairness Guarantees Without Demographics in Classification : Spectral Uncertainty Set Perspective

As automated classification systems become increasingly prevalent, concerns have emerged over their potential to reinforce and amplify existing societal biases. In the light of this issue, many methods have been proposed to enhance the fairness guarantees of classifiers. Most of the existing interve...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	IEEE transactions on pattern analysis and machine intelligence. - 1979. - PP(2026) vom: 16. Feb.
1. Verfasser:	Barrainkua, Ainhize (VerfasserIn)
Weitere Verfasser:	Mazuelas, Santiago, Quadrianto, Novi, Lozano, Jose A
Format:	Online-Aufsatz
Sprache:	English
Veröffentlicht:	2026
Zugriff auf das übergeordnete Werk:	IEEE transactions on pattern analysis and machine intelligence
Schlagworte:	Journal Article