Hi,

the ROC curve has indeed been extended to the multiclass case.
for example:
A simplified extension of the Area under the ROC to the multiclass domain
http://homepage.tudelft.nl/a9p19/papers/prasa_06_vuc.pdf

I have used the R pROC package for that, maybe that’s an option.

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