Table 4 Prediction modeling results of nicotine content in cigars.
Target | Characteristic band selection | Model | Training sets | Test sets | ||||
|---|---|---|---|---|---|---|---|---|
Rc2 | RMSEC | RMSECV | Rp2 | RMSEP | RPD | |||
Nicotine | UVE | PLSR | 0.749 | 0.095 | 0.080 | 0.673 | 0.101 | 1.690 |
BP | 0.762 | 0.081 | 0.079 | 0.744 | 0.088 | 1.930 | ||
RF | 0.882 | 0.086 | 0.067 | 0.681 | 0.097 | 1.648 | ||
SVM | 0.766 | 0.093 | 0.102 | 0.664 | 0.090 | 1.705 | ||
CARS | PLSR | 0.876 | 0.068 | 0.067 | 0.643 | 0.127 | 1.673 | |
BP | 0.721 | 0.044 | 0.063 | 0.797 | 0.078 | 2.182 | ||
RF | 0.909 | 0.059 | 0.059 | 0.757 | 0.064 | 1.945 | ||
SVM | 0.797 | 0.087 | 0.087 | 0.784 | 0.078 | 1.977 | ||
SPA | PLSR | 0.723 | 0.090 | 0.100 | 0.671 | 0.097 | 1.636 | |
BP | 0.767 | 0.094 | 0.088 | 0.546 | 0.117 | 1.459 | ||
RF | 0.888 | 0.065 | 0.057 | 0.749 | 0.085 | 1.895 | ||
SVM | 0.758 | 0.095 | 0.095 | 0.733 | 0.098 | 1.562 | ||