Abstract: Highlights•A homologous and heterogeneous multi-view adaptive network is proposed.•The network captures dynamic and morphological characteristics of ECG.•The network elicits expert knowledge to model internally-invariant characteristics.•The network is able to overcome individual differences.•The proposed network outperforms the state-of-the-art baselines.
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