Table 2.
Regression model performance based on FFNN and RReliefF-SOM for HbA1c and glucose in vivo quantification. The spectral interval between 200 and 1800 cm−1 was used to select the mentioned features
| Body region | Forearm | Wrist | Index finger | |
|---|---|---|---|---|
| HbA1c | # Features | 100 | 512 | 50 |
| # k-nearest neighbors | 13 | 26 | 23 | |
| RMSE-CV (HbA1c %) ± SD | 1.00 ± 0.08 | 0.69 ± 0.07 | 1.52 ± 0.41 | |
| Glucose | # Features | 200 | 150 | 150 |
| # k-nearest neighbors | 9 | 7 | 38 | |
| RMSE-CV (glucose mg/dL) ± SD | 30.12 ± 0.53 | 41.44 ± 4.68 | 49.67 ± 1.66 |