A Modified AUC for Training Convolutional Neural Networks: Taking Confidence Into Account

A Modified AUC for Training Convolutional Neural Networks: Taking Confidence Into Account

Receiver operating characteristic (ROC) curve is an informative tool in binary classification and Area Under ROC Curve (AUC) is a popular metric for reporting performance of binary classifiers. In this paper, first we present a comprehensive review of ROC curve and AUC metric. Next, we propose a mod...

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Bibliographic Details
Main Authors: Khashayar Namdar, Masoom A. Haider, Farzad Khalvati
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-11-01
Series:Frontiers in Artificial Intelligence
Subjects:
AUC
ROC
CNN
binary classification
loss function
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2021.582928/full

Internet

https://www.frontiersin.org/articles/10.3389/frai.2021.582928/full

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