Table 1 Prediction performance of different models on weekdays and weekends

From: Estimating emissions reductions with carpooling and vehicle dispatching in ridesourcing mobility

Model

RMSE

MAE

R2

(1) On weekday

 LASSO

611.7709

486.8776

0.0075

 LR

368.0863

267.9226

0.6407

 RF

462.3497

353.4337

0.4331

 XGBoost

222.0051

155.8244

0.8693

 CatBoost

236.1013

166.8061

0.8522

 LightGBM

240.8258

170.3484

0.8462

 Stacking-XCL

221.2547

155.3501

0.8702

(2) On weekends

 LASSO

511.5165

402.6600

0.2178

 LR

323.0614

235.6166

0.6880

 RF

430.6462

328.8291

0.4456

 XGBoost

210.8702

148.5075

0.8671

 CatBoost

228.2590

160.9295

0.8442

 LightGBM

231.6944

163.5118

0.8395

 Stacking-XCL

208.3427

146.8466

0.8702