Calibrating Classification Probabilities with Shape-Restricted Polynomial Regression

In many real-world classification problems, accurate prediction of membership probabilities is critical for further decision making. The probability calibration problem studies how to map scores obtained from one classification algorithm to membership probabilities. The requirement of non-decreasing...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 41(2019), 8 vom: 31. Aug., Seite 1813-1827
1. Verfasser: Wang, Yongqiao (VerfasserIn)
Weitere Verfasser: Li, Lishuai, Dang, Chuangyin
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2019
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article