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. 2021 Jan 29;210:104256. doi: 10.1016/j.chemolab.2021.104256

Table 2.

Performance results (%) of the used classifiers.

Group Classifiers Statistical Evaluation Accuracy Geometric Mean Precision Recall
DT Tree Fine Max 86.90 87.00 86.97 87.06
Mean 83.57 83.64 83.68 83.81
Min 80.23 80.24 80.30 80.54
Std 1.40 1.41 1.40 1.38
Tree Medium Max 86.90 86.98 86.94 87.16
Mean 83.56 83.63 83.67 83.80
Min 80.46 80.46 80.70 80.74
Std 1.39 1.40 1.38 1.38
LD LD Max 82.30 82.12 82.46 82.86
Mean 79.11 78.80 79.14 79.69
Min 76.55 76.18 76.57 77.04
Std 1.34 1.40 1.35 1.32
SVM Cubic Max 97.01 97.06 97.11 97.09
Mean 96.23 96.29 96.37 96.32
Min 95.17 95.22 95.34 95.26
Std 0.42 0.43 0.40 0.43
Quadratic Max 96.78 96.83 96.90 96.86
Mean 95.84 95.90 96.00 95.94
Min 94.94 94.96 95.13 94.99
Std 0.38 0.38 0.36 0.38
Gaussian Max 96.32 96.39 96.44 96.42
Mean 95.37 95.46 95.50 95.50
Min 94.02 94.09 94.15 94.15
Std 0.44 0.44 0.43 0.43
Linear Max 95.40 95.48 95.57 95.53
Mean 94.75 94.83 94.93 94.89
Min 94.02 94.09 94.29 94.15
Std 0.31 0.31 0.30 0.31
k-NN Fine Max 96.09 96.16 96.29 96.20
Mean 95.19 95.24 95.42 95.28
Min 93.10 93.12 93.51 93.14
Std 0.59 0.60 0.55 0.60
Medium Max 93.33 93.39 93.68 93.41
Mean 92.25 92.27 92.69 92.29
Min 91.03 91.05 91.45 91.09
Std 0.42 0.43 0.40 0.43
Coarse Max 87.13 86.92 88.02 87.06
Mean 85.84 85.54 86.79 85.75
Min 84.83 84.44 85.82 84.69
Std 0.50 0.52 0.47 0.51
Cosine Max 92.64 92.73 92.81 92.81
Mean 91.70 91.77 91.80 91.89
Min 90.34 90.42 90.42 90.54
Std 0.48 0.48 0.48 0.47
Cubic Max 92.87 92.87 93.31 92.89
Mean 91.79 91.74 92.34 91.76
Min 90.57 90.49 91.14 90.52
Std 0.45 0.46 0.41 0.45
Weighted Max 95.86 95.92 96.05 95.95
Mean 94.78 94.85 95.01 94.90
Min 93.79 93.81 94.09 93.85
Std 0.44 0.44 0.41 0.44
Ensemble Bagged Tree Max 93.10 93.21 93.12 93.31
Mean 90.92 91.02 90.98 91.14
Min 88.74 88.83 88.74 88.99
Std 0.90 0.90 0.89 0.89
Subspace Discriminant Max 91.95 92.06 92.11 92.22
Mean 89.87 89.94 90.03 90.18
Min 87.36 87.42 87.63 87.70
Std 1.08 1.09 1.06 1.05
Subspace kNN Max 96.55 96.59 96.73 96.62
Mean 95.58 95.62 95.79 95.66
Min 94.25 94.22 94.43 94.25
Std 0.52 0.53 0.50 0.52