Table 2.
Accuracy and sensitivity comparison between online [with SP (O-NSNN) and without SP (O-RSNN)] and batch mode (B-RSNN) learning.
Participant ID | O-NSNN | O-RSNN | B-RSNN | |||
---|---|---|---|---|---|---|
Accuracy | Sensitivity | Accuracy | Sensitivity | Accuracy | Sensitivity | |
P1 | 0.94 ± 0.02 | 0.93 ± 0.05 | 0.66 ± 0.09 | 0.50 ± 005 | 0.84 ± 0.07 | 0.76 ± 0.12 |
P2 | 0.93 ± 0.03 | 0.93 ± 0.20 | 0.57 ± 0.07 | 0.49 ± 0.09 | 0.72 ± 0.08 | 0.75 ± 0.10 |
P3 | 0.91 ± 0.06 | 0.96 ± 0.70 | 0.60 ± 0.06 | 0.59 ± 0.14 | 0.69 ± 0.09 | 0.61 ± 0.15 |
P4 | 0.90 ± 0.08 | 0.88 ± 0.04 | 0.77 ± 0.11 | 0.67 ± 0.22 | 0.93 ± 0.05 | 0.96 ± 0.07 |
P5 | 0.91 ± 0.06 | 0.80 ± 0.06 | 0.66 ± 0.11 | 0.61 ± 0.27 | 0.83 ± 0.09 | 0.81 ± 0.14 |
P6 | 0.92 ± 0.03 | 0.90 ± 0.45 | 0.79 ± 0.08 | 0.72 ± 0.18 | 0.88 ± 0.08 | 0.83 ± 0.12 |
P7 | 0.90 ± 0.06 | 0.63 ± 0.04 | 0.59 ± 0.08 | 0.62 ± 0.05 | 0.74 ± 0.09 | 0.82 ± 0.11 |
P8 | 0.94 ± 0.02 | 0.95 ± 0.09 | 0.68 ± 0.11 | 0.66 ± 0.25 | 0.88 ± 0.09 | 0.90 ± 0.09 |
P9 | 0.94 ± 0.02 | 0.94 ± 0.07 | 0.76 ± 0.08 | 0.79 ± 0.06 | 0.75 ± 0.10 | 0.96 ±0.70 |
P10 | 0.91 ± 0.06 | 0.95 ± 0.34 | 0.42 ± 0.07 | 0.48 ± 0.13 | 0.49 ± 0.11 | 0.53 ± 0.18 |
P11 | 0.91 ± 0.07 | 0.96 ± 0.17 | 0.75 ± 0.08 | 0.64 ± 0.11 | 0.86 ± 0.08 | 0.84 ± 0.14 |
P12 | 0.91 ± 0.04 | 0.93 ± 0.23 | 0.68 ± 0.08 | 0.76 ± 0.05 | 0.86 ± 0.08 | 0.81 ± 0.14 |
P13 | 0.92 ± 0.08 | 0.90 ± 0.06 | 0.82 ± 0.09 | 0.89 ± 0.21 | 0.92 ± 0.06 | 0.95 ± 0.07 |
P14 | 0.89 ± 0.07 | 0.86 ± 0.47 | 0.53 ± 0.10 | 0.54 ± 0.11 | 0.62 ± 0.10 | 0.60 ± 0.13 |
P15 | 0.92 ± 0.04 | 0.93 ± 0.09 | 0.66 ± 0.09 | 0.75 ± 0.14 | 0.77 ± 0.10 | 0.79 ± 0.16 |
P16 | 0.91 ± 0.04 | 0.93 ± 0.12 | 0.46 ± 0.10 | 0.36 ± 0.25 | 0.60 ± 0.12 | 0.71 ± 0.13 |
P17 | 0.86 ± 0.13 | 0.95 ± 0.05 | 0.49 ± 0.10 | 0.45 ± 0.21 | 0.71 ± 0.10 | 0.79 ± 0.16 |
P18 | 0.85 ± 0.09 | 0.87 ± 0.55 | 0.55 ± 0.09 | 0.55 ± 0.09 | 0.65 ± 0.09 | 0.62 ± 0.13 |
P19 | 0.90 ± 0.07 | 0.91 ± 0.06 | 0.41 ± 0.08 | 0.51 ± 0.15 | 0.61 ± 0.08 | 0.60 ± 0.16 |
P20 | 0.91 ± 0.07 | 0.95 ± 0.05 | 0.74 ± 0.10 | 0.64 ± 0.18 | 0.81 ± 0.08 | 0.87 ± 0.19 |
P21 | 0.90 ± 0.12 | 0.93 ± 0.04 | 0.64 ± 0.09 | 0.64 ± 0.05 | 0.75 ± 0.09 | 0.62 ± 0.11 |
P22 | 0.92 ± 0.03 | 0.87 ± 0.13 | 0.67 ± 0.09 | 0.53 ± 0.11 | 0.82 ± 0.09 | 0.89 ± 0.12 |