Early Stopping of a Neural Network via the Receiver Operating Curve.

This thesis presents the area under the ROC (Receiver Operating Characteristics) curve, or abbreviated AUC, as an alternate measure for evaluating the predictive performance of ANNs (Artificial Neural Networks) classifiers. Conventionally, neural networks are trained to have total error converge to...

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Bibliographic Details
Main Author: Yu, Daoping
Format: Others
Published: Digital Commons @ East Tennessee State University 2010
Subjects:
ROC
AUC
Online Access:https://dc.etsu.edu/etd/1732
https://dc.etsu.edu/cgi/viewcontent.cgi?article=3087&context=etd