Table 1 Performance of the proposed model in waveform, frequency spectrum, and spectrogram. A, \(F_1\), P, and R indicate accuracy, \(F_1\) score, precision, and recall, respectively. Avg. and S.D. refer to the mean and standard deviation of three folds, respectively.
PNT1A/RBC | Waveform | Frequency Spectrum | Spectrogram | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
A | \(F_1\) | P | R | A | \(F_1\) | P | R | A | \(F_1\) | P | R | |
1-Fold | 0.97 | 0.98 | 1.00 | 0.96 | 0.96 | 0.97 | 0.97 | 0.97 | 0.98 | 0.99 | 1.00 | 0.97 |
2-Fold | 0.97 | 0.98 | 0.97 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
3-Fold | 0.97 | 0.64 | 0.63 | 0.67 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
Avg. | 0.98 | 0.88 | 0.88 | 0.88 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 |
S.D. | 0.02 | 0.20 | 0.22 | 0.18 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.00 | 0.02 |
SVM | 0.76 | 0.76 | 0.76 | 0.76 | 0.86 | 0.86 | 0.86 | 0.86 | 0.96 | 0.96 | 0.96 | 0.96 |
Logit | 0.74 | 0.74 | 0.74 | 0.75 | 0.78 | 0.78 | 0.79 | 0.79 | 0.96 | 0.96 | 0.96 | 0.96 |
MLP | 0.78 | 0.78 | 0.78 | 0.78 | 0.92 | 0.92 | 0.92 | 0.92 | 0.51 | 0.51 | 0.51 | 0.51 |
