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. 2022 Jul 6;22(14):5080. doi: 10.3390/s22145080

Table 17.

Works comparison following AAMI recommendation.

Classifier Feature No. of Features Data Scheme Class Accuracy (%)
Ensemble SVM [26] RR interval, HOS, wavelet, time domain, morphology 45 Inter-patient 5 94.5
Random Forest [25] RR interval, HBF, time domain, morphology 6 Inter-patient 5 96.14
Naïve bayes [30] HOS 4 Inter-patient 5 94
SVM [31] RR-Interval, DCT Random projection 33 Inter-patient 5 93.1
Ensemble of BDT [32] RR-interval, DCT random projection 33 Inter-patient 5 96.15
Ensemble SVM [33] RR-Interval, Random projection 101 Inter-patient 5 93.8
Deep neural network [34] RR interval, Wavelet, HOS, morphologcy 45 Inter-patient 4 89.25
This work (SVM) RR interval 9 Inter-patient 5 92.57
This work (NN) RR interval 9 Inter-patient 5 92.50
This work (RF) RR interval 9 Intra-patient 5 96.22
This work (ANN) RR interval 9 Intra-patient 5 96.35
This work (RF) RR interval 9 Intra-patient(O) 5 99.67
This work (DT) RR interval 9 Intra-patient(O) 5 99.31