A Novel Characterization of the Population Area Under the Risk Coverage Curve (AURC) and Rates of Finite Sample Estimators

Han Zhou; Jordy Van Landeghem; Teodora Popordanoska; Matthew B. Blaschko

2025 ICML ICML 2025

A Novel Characterization of the Population Area Under the Risk Coverage Curve (AURC) and Rates of Finite Sample Estimators

Abstract

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🌉 Interdisciplinary Bridge - Artificial Intelligence and Computer Vision

Authors

Han Zhou, Jordy Van Landeghem, Teodora Popordanoska, Matthew B. Blaschko

Topics

Machine Learning > Core Methods > Classification Machine Learning > Optimization & Theory > Learning Theory Computer Vision > Domain-Specific > Medical Imaging

Keywords

consistency mean squared error finite sample plug-in estimator aurc risk-coverage curve

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