From: Gated recurrent unit-based heart sound analysis for heart failure screening
Models | Value of accuracy in each fold (%) | Average | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ||
SVM | 87.32 | 89.80 | 86.05 | 84.62 | 89.29 | 87.27 | 88.52 | 89.36 | 88.46 | 85.48 | 87.62 |
FCN | 94.38 | 97.92 | 91.61 | 89.27 | 95.29 | 97.36 | 96.06 | 96.76 | 97.10 | 90.70 | 94.65 |
LSTM | 96.97 | 97.02 | 94.42 | 95.68 | 97.15 | 96.54 | 96.54 | 95.16 | 97.71 | 95.68 | 96.29 |
GRU | 99.22 | 98.92 | 98.14 | 97.97 | 99.09 | 98.83 | 99.05 | 98.53 | 99.31 | 99.14 | 98.82 |