Table 3 Comparison with other techniques.
Method | Maximum residual error | Mean absolute error | Mean squared error | Median absolute error |
|---|---|---|---|---|
Proposed cascade scheme | 1.312 | 0.051 | 0.007 | 0.032 |
SVR(rbf) | 14.454 | 0.063 | 0.041 | 0.048 |
SVM(rbf)-based cascade scheme | 11.984 | 0.110 | 0.077 | 0.062 |
Extended-input SGTM neural-like structure | 2.183 | 0.146 | 0.048 | 0.097 |
Gradient Boosting Regressor | 6.412 | 0.343 | 0.264 | 0.227 |
SVR(linear) | 10.516 | 1.065 | 3.007 | 0.607 |
SGTM neural-like structure | 9.526 | 1.121 | 2.676 | 0.778 |
LinearRegression | 9.520 | 1.121 | 2.676 | 0.779 |
ARD Regressor | 9.539 | 1.121 | 2.676 | 0.779 |
Bayesian Ridge Regressor | 9.542 | 1.121 | 2.677 | 0.780 |
Ridge Regressor | 9.552 | 1.122 | 2.678 | 0.783 |
SVR(poly) | 43.11 | 1.652 | 5.928 | 1.121 |