表 1. 8 The performance of 8 algorithms decoding the ErrP signal in dataset 1 and dataset 2.
8 种算法解码数据集 1 与数据集 2 中 ErrP 信号的表现
| 算法 | 曲线下面积(%) | 平衡正确(%) | 真阳性率(%) | |||||
| 数据集 1 | 数据集 2 | 数据集 1 | 数据集 2 | 数据集 1 | 数据集 2 | |||
| LDA | 65.64 ± 7.39 | 64.81 ± 5.54 | 65.64 ± 7.39 | 64.81 ± 5.54 | 56.75 ± 12.00 | 56.97 ± 7.54 | ||
| BLDA | 74.48 ± 12.34 | 85.27 ± 6.80 | 67.31 ± 9.07 | 73.65 ± 5.28 | 71.61 ± 14.38 | 87.13 ± 7.17 | ||
| SWLDA | 77.19 ± 10.48 | 84.53 ± 7.32 | 69.73 ± 9.39 | 70.09 ± 7.83 | 73.88 ± 15.39 | 43.14 ± 15.17 | ||
| SKLDA | 76.41 ± 10.72 | 82.96 ± 7.40 | 70.06 ± 9.15 | 73.28 ± 5.06 | 65.97 ± 16.15 | 83.85 ± 10.67 | ||
| LSVM | 75.97 ± 8.77 | 83.11 ± 6.38 | 68.63 ± 8.15 | 73.69 ± 6.21 | 56.32 ± 14.49 | 58.93 ± 9.72 | ||
| PSVM | 77.17 ± 8.47 | 83.33 ± 6.32 | 69.24 ± 8.05 | 73.89 ± 6.19 | 55.50 ± 15.36 | 58.96 ± 9.70 | ||
| LR | 68.70 ± 8.28 | 73.51 ± 6.43 | 67.74 ± 7.78 | 71.56 ± 5.96 | 57.12 ± 12.43 | 64.51 ± 9.58 | ||
| DCPM | 82.60 ± 9.47 | 83.69 ± 10.02 | 76.02 ± 8.47 | 76.59 ± 8.88 | 77.10 ± 10.26 | 77.54 ± 8.75 | ||