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. 2020 Jul 23;8:851. doi: 10.3389/fbioe.2020.00851

TABLE 4.

Classification model performance (calculated with LOO cross-validation) for models trained with features from Feature Set 2.

MARS
RFs
GPR
FS2-MARS FS2-PCA FS2-RF FS2-PCA FS2-GPR FS2-PCA
Accuracy 0.62 0.67 0.84 0.67 0.69 0.67
Precision 0.68 0.68 0.82 0.73 0.70 0.67
Recall 0.82 0.93 0.96 0.79 0.93 1.0
MCC 0.04 0.11 0.62 0.22 0.23 0

Bold values indicate performance metrics for recommended, best-performing models.