区域

模型

MSE

MAE

RMSE

MAPE

Time(s)

103

Random Forest

4.0595

0.4949

2.0148

0.0302

184.1345

RF-BLS

21.3300

1.7109

4.6184

0.0909

184.5864

GBDT

40.4232

2.3192

6.3579

0.2605

40.0599

GBDT-BLS

27.9073

4.0104

5.2827

0.1601

40.5242

XGBoost

12.2152

0.6361

3.4950

0.0412

74.4189

XGB-BLS

6.8904

1.9452

2.6250

0.0949

74.8711

LightGBM

348.4430

8.9274

18.6666

0.8562

1.4590

LGBM-BLS

0.3522↓

0.4893↓

0.5935↓

0.0319↓

1.9157 (+0.4567)

105

Random Forest

405.2788

0.9463

20.1315

0.0355

269.2298

RF-BLS

4.1200

0.7779

2.0298

0.0480

269.8824

GBDT

474.2444

2.7645

21.7772

0.2458

60.0523

GBDT-BLS

21.5067

2.3980

4.6375

0.1009

60.7133

XGBoost

217.4326

1.0921

14.7456

0.0477

101.1275

XGB-BLS

7.3558

1.5575

2.7122

0.0875

101.7807

LightGBM

3248.2117

8.5242

56.9931

0.5298

5.0106

LGBM-BLS

1.2046↓

1.0929↓

1.0976↓

0.0738↓

5.6607 (+0.6501)