Figure 6
From: Machine learning-based approaches for cancer prediction using microbiome data

Normalized confusion matrices and corresponding ROC curves of the RF performances in the five-class test, with (a) the isolated implementation of RF, (b) the implementation of feature engineering, and (c) the introduction of oversampling to the model alongside feature engineering.