Autor (year) | Featureα | Classifierβ | SENS % | SPEC % | ACC % |
---|---|---|---|---|---|
Arrhythmia | |||||
This work (2018) | Voltage variation | LDA | 99.64 | 99.91 | 99.78 |
k-NN | 99.64 | 99.91 | 99.78 | ||
SVM | 99.64 | 99.91 | 99.78 | ||
Mihandoost et al. (2018) [3] | Sparse decomposition | SVM | 91.47 | 85.88 | 99.11 |
Raj et al. (2018) [42] | Spectral analysis | SVM, k-NN | 91.47 | 85.88 | 99.11 |
Jovic et al. (2017) [6] | AlphEn. HRV | Random forest | 91.10 | 97.01 | 91.20 |
Kim et al. (2016) [7] | HRV from 5s | SVM | – | – | 91.69 |
Elhaj et al. (2016) [8] | PCA, DWT, ICA, HOS | NN | 98.90 | 98.90 | 98.90 |
Martis et al. (2012) [23] | DWT, HOS | NN | 98.61 | 98.41 | 94.52 |
Atrial Fibrillation | |||||
This work (2018) | P wave voltage variation | LDA | 100 | 100 | 100 |
k-NN | 100 | 100 | 100 | ||
SVM | 100 | 100 | 100 | ||
Andersen et al. (2019) [24] | 30 R-R | CNN, RNN | 99.82 | 87.94 | 89.30 |
Xia et al. (2018) [25] | STFT, SWT | CNN | 98.79 | 97.87 | 98.63 |
Kennedy et al. (2016) [26] | CoSEn+CV+RMSSD+MAD | Random forest | 92.80 | 98.30 | – |
Orchard et al. (2016) [43] | P wave absence | Proposed algorithm | 95.00 | 99.00 | |
Petrenas et al. (2015) [27] | R-R | Threshold | 97.10 | 98.30 | – |
Zhou et al. (2014) [28] | SD+SE | Threshold | 97.53 | 98.26 | 98.16 |