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. 2022 Sep 5;37(9):3537–3549. doi: 10.1007/s10103-022-03633-w

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