Ranking of machine learning algorithms trained with augmented data | ||||||
Algorithms | R2 | Mean absolute error | Mean squared error | Root mean squared error | Mean signed difference | Total |
Tree Ensemble Regression | 1 | 1 | 1 | 1 | 3 | 7 |
Random Forest Regression | 2 | 2 | 2 | 2 | 4 | 12 |
PNN | 3 | 3 | 3 | 3 | 2 | 14 |
Gradient Boosted Tree Regression | 4 | 4 | 4 | 4 | 5 | 21 |
Simple Regression Tree | 5 | 8 | 7 | 5 | 1 | 26 |
Polynomial Regression | 6 | 6 | 6 | 6 | 7 | 31 |
ANN | 8 | 5 | 5 | 8 | 6 | 32 |
Linear Regression | 7 | 7 | 8 | 7 | 8 | 37 |