Table 7.
PLS | Lasso | PLSRFE | LAPLS | |||||
---|---|---|---|---|---|---|---|---|
R 2 | RMSE | R 2 | RMSE | R 2 | RMSE | R 2 | RMSE | |
WYHXB | 0.5660 | 422.1680 | 0.4538 | 427.7071 | 0.6498 | 418.3305 | 0.6558 | 412.7325 |
NYWZ | 0.6072 | 154.8713 | 0.6254 | 152.8729 | 0.6791 | 158.7410 | 0.7326 | 140.5172 |
DCQT | 0.8262 | 0.01620 | 0.7988 | 0.0129 | 0.8848 | 0.0181 | 0.9384 | 0.0117 |
CCrime | 0.6419 | 0.1388 | 0.6609 | 0.1306 | 0.7355 | 0.1413 | 0.6703 | 0.1516 |
BreastData | 0.6333 | 3.5338 | 0.6414 | 3.1766 | 0.5777 | 3.6686 | 0.7064 | 3.1468 |
RBuild | 0.9616 | 221.2931 | 0.9815 | 226.7571 | 0.9746 | 190.4369 | 0.9831 | 202.5260 |
Average | 0.7060 | 133.6702 | 0.6936 | 135.1095 | 0.7502 | 128.5561 | 0.7811 | 126.5143 |