方法(CV准则) | 训练集 | 测试集 | ||||
SSE | RMS | SD | SSE | RMS | SD | |
逐步回归(75个变量) | 5386.56 | 71.82 | 6.3221 | 1,689,352 | 22524.70 | 72.9586 |
Lasso (72个变量) | 11828.93 | 164.29 | 8.5716 | 1,086,600 | 15091.68 | 21.5125 |
岭回归 | 146418.91 | 2033.60 | 22.7568 | 2,376,360 | 19803.24 | 24.5321 |
Lasso + olse | 9447.08 | 78.73 | 6.4847 | 1,433,214 | 19905.75 | 26.0402 |
Lasso + 岭回归 | 100158.56 | 1391.09 | 6.5728 | 1,368,249 | 19003.47 | 25.6692 |
Lasso + LIU (olse) | 8125.61 | 112.86 | 7.7642 | 868523.8 | 12062.85 | 20.4668 |