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. 2021 Oct 20;15:747681. doi: 10.3389/fnsys.2021.747681

Table 3.

Two- and multiclass classifier results.

Analysis type Two-class analysis Multiclass analysis
I II III IV V
STN area ZI vs. VMR ZI vs. DLR DLR vs. VMR ZI vs. DLR vs. VMR ZI vs. DLR vs. VMR
Model Linear SVM Linear SVM Linear SVM Linear SVM One-vs.-Rest Linear SVM One-vs.-One
Number of features 25 25 25 25 25
C parameter 0.01 0.1 0.01 0.5 0.5
Precision training set 1 (±0.00) 1 (±0.00) 0.95 (±0.06) 1 (±0.00) 1 (±0.00)
Recall training set 1 (±0.00) 1 (±0.00) 0.88 (±0.08) 1 (±0.00) 1 (±0.00)
Accuracy training set 1 (±0.00) 1 (±0.00) 0.94 (±0.05) 1 (±0.00) 1 (±0.00)
Precision CV test set 1 (±0.00) 0.9 (±0.2) 0.9 (±0.1) 0.94 (±0.1) 0.93 (±0.2)
Recall CV test set 1 (±0.00) 0.875 (±0.3) 0.833 (±0.2) 0.91 (±0.1) 0.92 (±0.2)
Accuracy CV test set 0.98 (±0.05) 0.82 (±0.2) 0.77 (±0.2) 0.82 (±0.3) 0.81 (±0.2)