Overrating Classifier Performance in ROC Analysis in the Absence of a Test Set: Evidence from Simulation and Italian CARATkids Validation
BACKGROUND: The use of receiver operating characteristic curves, or "ROC analysis," has become quite common in biomedical research to support decisions. However, sensitivity, specificity, and misclassification rates are still often estimated using the training sample, overlooking the risk...
Main Author: | |
---|---|
Other Authors: | , , , , , , , |
Format: | article |
Language: | eng |
Published: |
2020
|
Subjects: | |
Online Access: | http://hdl.handle.net/10400.26/31738 |
Country: | Portugal |
Oai: | oai:comum.rcaap.pt:10400.26/31738 |