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5. Discussion The results of our study suggest that coupling a trained encoder with a classifier can effectively distinguish NSR from AFib waveforms using single-lead ECG recordings. The Supervised AEs demonstrated the ability to create a feature space that enhanced the classification performance, outperforming the “unsupervised” versions (Table 4). This is also supported by the lower train and validation losses (Figure 9, Figure 10 and Figure 11).
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