5、LGBMR
LGBMR-0.001
LGBMR-0.001 Score value: 0.16876197122096692
LGBMR-0.001 R2 value: 0.16876197122096692
LGBMR-0.001 MAE value: 0.09046580583395379
LGBMR-0.001 MSE value: 0.013109911269309412
LGBMR-0.005
LGBMR-0.005 Score value: 0.600585544258686
LGBMR-0.005 R2 value: 0.600585544258686
LGBMR-0.005 MAE value: 0.062265161731615705
LGBMR-0.005 MSE value: 0.006299384644539756
LGBMR-0.01
LGBMR-0.01 Score value: 0.8337825446742081
LGBMR-0.01 R2 value: 0.8337825446742081
LGBMR-0.01 MAE value: 0.0391266729122725
LGBMR-0.01 MSE value: 0.0026215067348787035
LGBMR-0.05
LGBMR-0.05 Score value: 0.9913041321780923
LGBMR-0.05 R2 value: 0.9913041321780923
LGBMR-0.05 MAE value: 0.005162800605481635
LGBMR-0.05 MSE value: 0.0001371473051134398
LGBMR-0.1
LGBMR-0.1 Score value: 0.9930306170725406
LGBMR-0.1 R2 value: 0.9930306170725406
LGBMR-0.1 MAE value: 0.004702627111296393
LGBMR-0.1 MSE value: 0.00010991796406985765
LGBMR-0.3
LGBMR-0.3 Score value: 0.9943329790691453
LGBMR-0.3 R2 value: 0.9943329790691453
LGBMR-0.3 MAE value: 0.004947701938557634
LGBMR-0.3 MSE value: 8.937769807518515e-05
LGBMR-0.5
LGBMR-0.5 Score value: 0.9923225863703856
LGBMR-0.5 R2 value: 0.9923225863703856
LGBMR-0.5 MAE value: 0.006078772753272445
LGBMR-0.5 MSE value: 0.00012108470495493492
LGBMR-0.8
LGBMR-0.8 Score value: 0.9850122706624084
LGBMR-0.8 R2 value: 0.9850122706624084
LGBMR-0.8 MAE value: 0.008351662282985653
LGBMR-0.8 MSE value: 0.00023637970706521245
[0.16876197122096692, 0.600585544258686, 0.8337825446742081, 0.9913041321780923, 0.9930306170725406, 0.9943329790691453, 0.9923225863703856, 0.9850122706624084]
6、XGBR
XGBR-0.001
XGBR-0.001 Score value: -166.74203034694682
XGBR-0.001 R2 value: -166.74203034694682
XGBR-0.001 MAE value: 1.6222131885073523
XGBR-0.001 MSE value: 2.6455516444698888
XGBR-0.005
XGBR-0.005 Score value: -74.51589484580421
XGBR-0.005 R2 value: -74.51589484580421
XGBR-0.005 MAE value: 1.0873952054959475
XGBR-0.005 MSE value: 1.1910026329102963
XGBR-0.01
XGBR-0.01 Score value: -26.747645189967315
XGBR-0.01 R2 value: -26.747645189967315
XGBR-0.01 MAE value: 0.6580440584800581
XGBR-0.01 MSE value: 0.43762334467189284
XGBR-0.05
XGBR-0.05 Score value: 0.9828950831664092
XGBR-0.05 R2 value: 0.9828950831664092
XGBR-0.05 MAE value: 0.013051145715410249
XGBR-0.05 MSE value: 0.0002697710333184286
XGBR-0.1
XGBR-0.1 Score value: 0.9957552489177933
XGBR-0.1 R2 value: 0.9957552489177933
XGBR-0.1 MAE value: 0.006227088292841316
XGBR-0.1 MSE value: 6.694629952117871e-05
XGBR-0.3
XGBR-0.3 Score value: 0.9921237303622439
XGBR-0.3 R2 value: 0.9921237303622439
XGBR-0.3 MAE value: 0.008735198405534918
XGBR-0.3 MSE value: 0.00012422097222357384
[-166.74203034694682, -74.51589484580421, -26.747645189967315, 0.9828950831664092, 0.9957552489177933, 0.9921237303622439]