Table 4.
Models | Taste Prediction | Input Data | RMSE | Maximum Error | MAE | R2 |
---|---|---|---|---|---|---|
PLS | umami | voltage response | 0.7237 | 0.5056 | 0.222 | 0.9805/0.96544 |
the first 4 PCs | 1.024 | 0.7044 | 0.246 | 0.9723/0.9481 | ||
saltiness | voltage response | 0.3255 | 0.241 | 0.117 | 0.9812/0.9872 | |
the first 4 PCs | 0.4523 | 0.4965 | 0.119 | 0.9886/0.9708 | ||
RBFNN | umami | voltage response | 0.139 | 0.1531 | 0.13 | 0.994 |
the first 4 PCs | 0.1533 | 0.2738 | 0.14 | 0.992 | ||
saltiness | voltage response | 0.1209 | 0.2162 | 0.115 | 0.998 | |
the first 4 PCs | 0.1793 | 0.2275 | 0.169 | 0.996 |