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 | 3.25 | 3.14 | 4.25 | 4.07 | 4.17 | 3.65 | 4.23 | 4.06 |
Underfit | 0.01 | 0.01 | 0 | 0 | 0 | 0 | 0 | 0 |
Correctfit | 0.86 | 0.92 | 0.68 | 0.75 | 0.56 | 0.73 | 0.53 | 0.71 |
Overfit | 0.13 | 0.07 | 0.32 | 0.25 | 0.44 | 0.27 | 0.47 | 0.29 |
FPR | 0.05 | 0.03 | 0.11 | 0.08 | 0.14 | 0.08 | 0.14 | 0.09 |
FNR | 0.0003 | 0.0003 | 0 | 0 | 0 | 0 | 0 | 0 |
MSE (median) | 0.37 | 0.44 | 0.33 | 0.37 | 0.28 | 0.32 | 0.19 | 0.21 |
HD | 0.27 | 0.16 | 1.25 | 1.07 | 1.17 | 0.65 | 1.23 | 1.06 |