Time Series Forecasting on ACL M. Dias Branco industrial data (out-of-sample)
0.889MAElightGBM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| lightGBMTraining Time (s)=37.81, Inference Time (s)=2.552026.03 | 0.889 | 2.21 | 0.505 | |
| Linear Reg.Training Time (s)=6.88, Inference Time (s)=2.032026.03 | 1.055 | 2.375 | 0.401 | |
| Elastic NetTraining Time (s)=9.52, Inference Time (s)=2.172026.03 | 1.082 | 2.179 | 0.393 | |
| LSTM+BiasTraining Time (s)=544.65, Inference Time (s)=7.26s2026.03 | 1.259 | 3.563 | 0.108 | |
| LSTMTraining Time (s)=1405.32, Inference Time (s)=7.762026.03 | 1.288 | 3.432 | 0.074 | |
| SVRTraining Time (s)=432.65, Inference Time (s)=529.392026.03 | 1.393 | 5.398 | 0.183 | |
| LSTM+CNNTraining Time (s)=305.01, Inference Time (s)=16.942026.03 | 1.616 | 4.788 | 0.015 |