Skip to main content

Table 5 Experimental results of different combination of feature selection and binary classification methods

From: A comprehensive scheme for the objective upper body assessments of subjects with cerebellar ataxia

Classifier FS Recall Precision MCC ACC AUC
QDA FBE 0.98 0.98 0.90 96.4 0.97
RF 0.93 0.98 0.81 92.7 0.96
RELIEF 0.93 0.90 0.66 87.3 0.88
LASSO 0.85 0.90 0.54 81.8 0.87
LD FBE 0.90 0.93 0.67 87.3 0.85
RF 0.85 0.90 0.54 81.8 0.80
RELIEF 0.88 0.78 0.19 72.7 0.65
LASSO 0.83 0.79 0.20 70.9 0.82
SVM FBE 0.83 0.92 0.57 81.8 0.85
RF 0.88 0.92 0.64 85.5 0.89
RELIEF 0.90 0.97 0.78 90.9 0.95
LASSO 0.90 0.93 0.67 87.3 0.90
KNN FBE 0.95 0.98 0.86 94.5 0.97
RF 0.90 0.93 0.67 87.3 0.90
RELIEF 0.88 0.88 0.52 81.8 0.93
LASSO 0.95 0.95 0.81 92.7 0.94