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

TABLE 3.

Classification model performance (calculated with LOO cross-validation) for models trained with features from Feature Set 1.

MARS
RFs
GPR
FS1-MARS FS1-PCA FS1-RF FS1-PCA FS1-GPR FS1-PCA
Accuracy 0.74 0.64 0.90 0.74 0.87 0.67
Precision 0.81 0.66 0.90 0.74 0.89 0.67
Recall 0.93 0.96 0.96 0.93 0.96 1.0
MCC 0.55 −0.11 0.78 0.36 0.74 0

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