表 6. Heart beat classification method comparison.
心拍分类方法对比
实验方法 | NSe(%) | LSe(%) | RSe(%) | VSe(%) | ASe(%) | PSe(%) | OA(%) |
DTCWT + ANN[8] | 98.07 | 80.65 | 82.26 | 84.25 | − | 97.79 | 94.64 |
NPE + SVM[11] | 99.64 | 99.11 | 99.09 | 96.80 | 84.33 | 99.83 | 99.00 |
DBNs + SVM[17] | 99.04 | 99.50 | 99.31 | 97.89 | 89.72 | 99.72 | 98.49 |
DBNs + Softmax[18] | 99.20 | 100 | 100 | 99.10 | 98.30 | − | 99.50 |
SDAEs + Softmax[19] | 99.92 | 99.25 | 99.79 | 98.87 | 97.41 | 100 | 99.43 |
DBLSTM-WS[20] | 99.54 | 98.93 | 100 | 98.03 | − | 99.66 | 99.39 |
本文 | 99.90 | 99.85 | 100 | 99.16 | 99.70 | 99.83 | 99.84 |