1.0 KiB
1.0 KiB
| 1 | Model | Phase1_R2 | Phase2_R2 | R2_Improvement | R2_Improvement_% | Phase1_MAE | Phase2_MAE | MAE_Improvement | MAE_Improvement_% |
|---|---|---|---|---|---|---|---|---|---|
| 2 | Decision Tree | 0.4136 | 0.3338628951823436 | -0.07973710481765645 | -19.278797102915 | 3.3841 | 2.552472303681981 | 0.8316276963180189 | 24.574560335628938 |
| 3 | Random Forest | 0.3093 | 0.25211278591011277 | -0.05718721408988725 | -18.489238309048574 | 3.5571 | 2.8388399112088627 | 0.7182600887911375 | 20.192293969557713 |
| 4 | Gradient Boosting | 0.3981 | 0.19174209143191168 | -0.20635790856808833 | -51.835696701353505 | 3.0356 | 2.7643539279231666 | 0.2712460720768335 | 8.935501122573248 |
| 5 | XGBoost | 0.3225 | 0.1542147397994995 | -0.1682852602005005 | -52.181476031162944 | 3.2599 | 2.7487714290618896 | 0.5111285709381104 | 15.679271478821754 |
| 6 | LightGBM | 0.2948 | 0.0008987806527034348 | -0.29390121934729657 | -99.69512189528378 | 3.6027 | 3.2100776940439464 | 0.39262230595605363 | 10.898001664197785 |
| 7 | Baseline | 0.0 | 0.0 | 0.0 | 0.0 | 5.1082 | 3.713249246567698 | 1.394950753432302 | 27.30806846701973 |
| 8 | Linear Regression | -0.082 | -0.4160644772969122 | -0.3340644772969122 | -407.39570402062463 | 4.9313 | 4.348784479328865 | 0.5825155206711354 | 11.812615753881033 |