参数 | 无污染 | 污染5% | 污染10% | 污染20% | ||||
Adaptive LASSO | GM- ALASSO | Adaptive LASSO | GM- ALASSO | Adaptive LASSO | GM- ALASSO | Adaptive LASSO | GM- ALASSO | |
MS | 3.22 | 3.18 | 3.09 | 3.09 | 3.23 | 3.15 | 3.19 | 3.1 |
Underfit | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.05 | 0.05 |
Correctfit | 0.86 | 0.85 | 0.89 | 0.89 | 0.78 | 0.85 | 0.75 | 0.83 |
Overfit | 0.13 | 0.13 | 0.10 | 0.10 | 0.21 | 0.14 | 0.20 | 0.12 |
FPR | 0.04 | 0.04 | 0.03 | 0.03 | 0.06 | 0.04 | 0.06 | 0.04 |
FNR | 0.0003 | 0.0005 | 0.0003 | 0.0003 | 0.0003 | 0.0003 | 0.001 | 0.001 |
MSE (median) | 0.39 | 0.45 | 0.36 | 0.41 | 0.40 | 0.47 | 0.54 | 0.63 |
HD | 0.24 | 0.22 | 0.11 | 0.11 | 0.25 | 0.17 | 0.29 | 0.2 |