Research Article
Identification of Alcoholism Based on Wavelet Renyi Entropy and Three-Segment Encoded Jaya Algorithm
Table 10
Results of 10 × 10-fold cross validation of four training algorithms.
| MOGA [11] | Sen | Spc | Acc | PSO [12] | Sen | Spc | Acc |
| R1 | 78.07 | 75.21 | 76.60 | R1 | 90.35 | 90.91 | 90.64 | R2 | 76.32 | 79.34 | 77.87 | R2 | 87.72 | 87.60 | 87.66 | R3 | 72.81 | 77.69 | 75.32 | R3 | 87.72 | 90.08 | 88.94 | R4 | 75.44 | 77.69 | 76.60 | R4 | 92.98 | 93.39 | 93.19 | R5 | 76.32 | 76.86 | 76.60 | R5 | 88.60 | 90.08 | 89.36 | R6 | 75.44 | 75.21 | 75.32 | R6 | 89.47 | 87.60 | 88.51 | R7 | 78.95 | 80.99 | 80.00 | R7 | 88.60 | 87.60 | 88.09 | R8 | 76.32 | 73.55 | 74.89 | R8 | 93.86 | 90.91 | 92.34 | R9 | 73.68 | 81.82 | 77.87 | R9 | 90.35 | 92.56 | 91.49 | R10 | 79.82 | 80.17 | 80.00 | R10 | 92.98 | 94.21 | 93.62 | Avr | 76.32 ± 2.19 | 77.85 ± 2.72 | 77.11 ± 1.83 | Avr | 90.26 ± 2.28 | 90.50 ± 2.41 | 90.38 ± 2.18 |
| BCO [13] | Sen | Spc | Acc | MACS [14] | Sen | Spc | Acc |
| R1 | 87.72 | 85.12 | 86.38 | R1 | 84.21 | 85.95 | 85.11 | R2 | 92.11 | 90.91 | 91.49 | R2 | 86.84 | 89.26 | 88.09 | R3 | 87.72 | 88.43 | 88.09 | R3 | 81.58 | 85.95 | 83.83 | R4 | 85.96 | 90.91 | 88.51 | R4 | 84.21 | 79.34 | 81.70 | R5 | 84.21 | 86.78 | 85.53 | R5 | 80.70 | 83.47 | 82.13 | R6 | 87.72 | 87.60 | 87.66 | R6 | 82.46 | 85.12 | 83.83 | R7 | 91.23 | 90.08 | 90.64 | R7 | 83.33 | 84.30 | 83.83 | R8 | 91.23 | 85.12 | 88.09 | R8 | 84.21 | 86.78 | 85.53 | R9 | 84.21 | 85.12 | 84.68 | R9 | 86.84 | 86.78 | 86.81 | R10 | 84.21 | 91.74 | 88.09 | R10 | 88.60 | 86.78 | 87.66 | Avr | 87.63 ± 3.05 | 88.18 ± 2.61 | 87.91 ± 2.09 | Avr | 84.30 ± 2.50 | 85.37 ± 2.64 | 84.85 ± 2.19 |
| RCBBO [15] | Sen | Spc | Acc | | | | |
| R1 | 84.21 | 90.08 | 87.23 | | | | | R2 | 88.60 | 90.91 | 89.79 | | | | | R3 | 88.60 | 90.08 | 89.36 | | | | | R4 | 93.86 | 93.39 | 93.62 | | | | | R5 | 91.23 | 90.91 | 91.06 | | | | | R6 | 92.11 | 93.39 | 92.77 | | | | | R7 | 90.35 | 88.43 | 89.36 | | | | | R8 | 91.23 | 90.08 | 90.64 | | | | | R9 | 90.35 | 89.26 | 89.79 | | | | | R10 | 88.60 | 87.60 | 88.09 | | | | | Avr | 89.91 ± 2.62 | 90.41 ± 1.88 | 90.17 ± 1.95 | | | | |
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