Weakly Supervised AUC Optimization : A Unified Partial AUC Approach

Since acquiring perfect supervision is usually difficult, real-world machine learning tasks often confront inaccurate, incomplete, or inexact supervision, collectively referred to as weak supervision. In this work, we present WSAUC, a unified framework for weakly supervised AUC optimization problems...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 7 vom: 15. Juni, Seite 4780-4795
1. Verfasser: Xie, Zheng (VerfasserIn)
Weitere Verfasser: Liu, Yu, He, Hao-Yuan, Li, Ming, Zhou, Zhi-Hua
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article