On the application of ROC Analysis to Predict Classification Performance Under Varying Class Distributions.

On the application of ROC Analysis to Predict Classification Performance Under Varying Class Distributions.

We counsel caution in the application of ROC analysis for prediction of classifier performance under varying class distributions. We argue that it is not reasonable to expect ROC analysis to provide accurate prediction of model performance under varying distributions if the classes contain causally...

Täydet tiedot

Bibliografiset tiedot
Julkaisussa:Machine learning. 58, 1 (2005).
Päätekijä: Webb, Geoffrey I.
Aineistotyyppi: Artikkeli
Kieli:English
Aiheet:
Model evaluation.
ROC analysis.