Research Article

An ECG Signal Classification Method Based on Dilated Causal Convolution

Table 2

Summary of selected studies conducted for the automated detection of AF.

Author, yearMethodPerformance
AccSenSpe

Lake et al., 2011 [7]Coefficient of sample entropy (COSEN)ā€”91%98%
Asgari et al., 2015 [8]Stationary wavelet transforms, support vector machine (SVM)_ā€”97%97.1%
Zhou et al., 2014 [9]Recursive algorithms97.67%96.89%98.25%
Acharya et al., 2017 [10]CNNs94.9%99.13%81.44%
Andersen et al., 2018 [11]CNNs-RNNs97.80%98.96%86.04%
Dang et al., 2019 [12]Deep CNN-BiLSTM96.59%99.93%97.03%
ProposediDCCN98.65%98.79%99.04%