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. 2017 Sep 18;2017:6209703. doi: 10.1155/2017/6209703

Table 7.

Results of comparative classifiers with SAE on Istanbul Dataset.

Classification accuracy (%) Classifiers
KELM LSVM MSVM RSVM CART KNN LDA NB
SAE 10-8 Max 93.45 100.00 99.90 100.00 100.00 100.00 100.00 100.00
Mean 77.74 67.83 88.03 79.90 91.58 93.45 83.93 81.97
Min 66.67 57.08 77.20 74.24 71.74 89.23 75.95 80.31

SAE 10-7 Max 96.43 100.00 98.46 100.00 100.00 100.00 100.00 100.00
Mean 80.18 67.73 88.24 80.48 91.25 93.99 83.88 82.59
Min 63.69 56.34 76.80 74.47 72.31 89.59 76.37 79.80

SAE 10-6 Max 89.29 100.00 99.81 100.00 100.00 100.00 100.00 99.90
Mean 71.73 67.36 88.18 80.65 91.73 93.72 84.70 82.09
Min 45.83 56.79 77.01 73.72 72.45 90.06 76.60 79.70

SAE 9-8 Max 90.48 100.00 97.40 100.00 100.00 100.00 99.81 100.00
Mean 78.27 67.90 88.63 80.57 91.55 93.98 84.39 82.29
Min 56.55 56.87 77.10 73.92 72.23 89.82 76.32 80.27

SAE 9-7 Max 93.45 100.00 98.17 100.00 100.00 100.00 99.90 99.71
Mean 80.77 67.85 88.67 79.76 91.19 94.17 84.35 81.88
Min 65.48 56.45 76.98 74.04 72.07 90.21 76.11 79.73

SAE 9-6 Max 98.81 100.00 99.71 100.00 100.00 100.00 100.00 100.00
Mean 84.59 67.67 88.50 80.36 91.17 93.78 84.69 82.02
Min 70.83 57.01 77.62 74.04 71.94 90.13 75.89 79.68

SAE 8-8 Max 93.45 100.00 99.52 100.00 100.00 100.00 99.81 100.00
Mean 76.61 67.96 88.47 80.08 91.14 94.10 84.23 81.89
Min 55.95 57.24 76.72 74.21 72.29 89.31 75.76 80.40

SAE 8-7 Max 98.81 100.00 99.62 100.00 100.00 100.00 100.00 100.00
Mean 84.23 68.27 87.92 80.34 91.56 94.35 84.55 82.08
Min 70.83 57.12 77.17 73.95 72.61 89.87 76.26 79.74

SAE 8-6 Max 91.07 100.00 99.42 100.00 100.00 100.00 100.00 100.00
Mean 78.22 67.49 87.85 79.89 91.01 93.81 84.24 81.75
Min 57.74 56.62 76.69 73.82 71.88 90.05 75.80 80.05